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Posted to commits@singa.apache.org by zh...@apache.org on 2022/05/30 09:01:04 UTC
[singa-site] branch master updated: 22-5-30 v3.3 version one website
This is an automated email from the ASF dual-hosted git repository.
zhaojing pushed a commit to branch master
in repository https://gitbox.apache.org/repos/asf/singa-site.git
The following commit(s) were added to refs/heads/master by this push:
new aa114d8 22-5-30 v3.3 version one website
new 73893af Merge pull request #31 from lzjpaul/22-5-30-v33
aa114d8 is described below
commit aa114d83d8e9f8a36fbac1dd70954e3f10883936
Author: zhaojing <zh...@comp.nus.edu.sg>
AuthorDate: Mon May 30 16:55:06 2022 +0800
22-5-30 v3.3 version one website
---
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="blog"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/d [...]
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diff --git a/content/docs/2.0.0/dist-train.html b/content/docs/2.0.0/dist-train.html
index 9600968..6a30dca 100644
--- a/content/docs/2.0.0/dist-train.html
+++ b/content/docs/2.0.0/dist-train.html
@@ -292,7 +292,7 @@ Evaluation accuracy = <span class="hljs-number">0.988682</span>
<h3><a class="anchor" aria-hidden="true" id="distopt的python接口"></a><a href="#distopt的python接口" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
<p>然后，python接口提供了一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">DistOpt</a>类来封装一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">optimizer</a>对象，以执行基于MPI或Multiprocess的分布式训练。在初始化过程中，它创建了一个NCCL communicator对象（来自于上面小节提到的C接口），然后，<code>DistOpt</code>中的每一次all-reduce操作都会用到这个communicator对象。</p>
<p>在MPI或Multiprocess中，每个进程都有一个独立的rank，它给出了各个进程使用的GPU的信息。训练数据是被拆分的，因此每个进程可以根据一部分训练数据来评估子梯度。一旦每个进程的子梯度被计算出来，就可以将所有进程计算出的子梯度做all-reduce，得到总体随机梯度。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li><a href="#代码示例">代码示例</a></li><li><a href="#执行命令">执行命令</a></li></ul></li><li><a href="#针对分布式训练的优化">针对分布式训练的优化</a><ul class="toc-headings"><li><a href="#不采取优化手段">不采取优化手段</a></li><li><a href="#半精度梯度（half-precision-gradients）">半精度梯度（Half-precision Gradie [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li><a href="#代码示例">代码示例</a></li><li><a href="#执行命令">执行命令</a></li></ul></li><li><a href="#针对分布式训练的优化">针对分布式训练的优化</a><ul class="toc-headings"><li><a href="#不采取优化手段">不采取优化手段</a></li><li><a href="#半精度梯度（half-precision-gradients）">半精度梯度（Half-precision Gradients）</a></li><li><a href="#部分同步（partial-synchronization）">部分同步（Part [...]
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diff --git a/content/docs/2.0.0/dist-train/index.html b/content/docs/2.0.0/dist-train/index.html
index 9600968..6a30dca 100644
--- a/content/docs/2.0.0/dist-train/index.html
+++ b/content/docs/2.0.0/dist-train/index.html
@@ -292,7 +292,7 @@ Evaluation accuracy = <span class="hljs-number">0.988682</span>
<h3><a class="anchor" aria-hidden="true" id="distopt的python接口"></a><a href="#distopt的python接口" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
<p>然后，python接口提供了一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">DistOpt</a>类来封装一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">optimizer</a>对象，以执行基于MPI或Multiprocess的分布式训练。在初始化过程中，它创建了一个NCCL communicator对象（来自于上面小节提到的C接口），然后，<code>DistOpt</code>中的每一次all-reduce操作都会用到这个communicator对象。</p>
<p>在MPI或Multiprocess中，每个进程都有一个独立的rank，它给出了各个进程使用的GPU的信息。训练数据是被拆分的，因此每个进程可以根据一部分训练数据来评估子梯度。一旦每个进程的子梯度被计算出来，就可以将所有进程计算出的子梯度做all-reduce，得到总体随机梯度。</p>
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li><a href="#代码示例">代码示例</a></li><li><a href="#执行命令">执行命令</a></li></ul></li><li><a href="#针对分布式训练的优化">针对分布式训练的优化</a><ul class="toc-headings"><li><a href="#不采取优化手段">不采取优化手段</a></li><li><a href="#半精度梯度（half-precision-gradients）">半精度梯度（Half-precision Gradients）</a></li><li><a href="#部分同步（partial-synchronization）">部分同步（Part [...]
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Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/2.0.0/examples.html b/content/docs/2.0.0/examples.html
index 34832d0..019ccaa 100644
--- a/content/docs/2.0.0/examples.html
+++ b/content/docs/2.0.0/examples.html
@@ -81,7 +81,7 @@
<li>MNIST数据集的有限玻尔兹曼机, <a href="">source</a>,
<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
</ul>
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目标检测">目标检测</a></li><li><a href="#面部及表情识别">面部及表情识别</a></li><li><a href="#图像生成">图像生成</a></li><li><a href="#机器理解">机器理解</a></li><li><a href="#文字识别">文字识别</a></li><li><a href="#文本排序">文本排序</a></li><li><a href="#其他">其他</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav- [...]
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Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/2.0.0/examples/index.html b/content/docs/2.0.0/examples/index.html
index 34832d0..019ccaa 100644
--- a/content/docs/2.0.0/examples/index.html
+++ b/content/docs/2.0.0/examples/index.html
@@ -81,7 +81,7 @@
<li>MNIST数据集的有限玻尔兹曼机, <a href="">source</a>,
<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
</ul>
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目标检测">目标检测</a></li><li><a href="#面部及表情识别">面部及表情识别</a></li><li><a href="#图像生成">图像生成</a></li><li><a href="#机器理解">机器理解</a></li><li><a href="#文字识别">文字识别</a></li><li><a href="#文本排序">文本排序</a></li><li><a href="#其他">其他</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav- [...]
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Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/2.0.0/git-workflow.html b/content/docs/2.0.0/git-workflow.html
index 8e4360c..ecaad83 100644
--- a/content/docs/2.0.0/git-workflow.html
+++ b/content/docs/2.0.0/git-workflow.html
@@ -62,7 +62,7 @@ git push asf dev:dev
</code></pre>
<p>不要使用rebase来合并PR，并禁用fast forward。</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a hre [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
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Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/git-workflow/index.html b/content/docs/2.0.0/git-workflow/index.html
index 8e4360c..ecaad83 100644
--- a/content/docs/2.0.0/git-workflow/index.html
+++ b/content/docs/2.0.0/git-workflow/index.html
@@ -62,7 +62,7 @@ git push asf dev:dev
</code></pre>
<p>不要使用rebase来合并PR，并禁用fast forward。</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a hre [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
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diff --git a/content/docs/2.0.0/graph.html b/content/docs/2.0.0/graph.html
index 5485a18..8affda4 100644
--- a/content/docs/2.0.0/graph.html
+++ b/content/docs/2.0.0/graph.html
@@ -434,7 +434,7 @@ C->device()->Exec(
<li>在启用计算图的情况下进行训练，可以显著减少内存占用。</li>
<li>目前，在速度上有一点改进。在效率方面还可以做更多的优化。</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class="toc-headings"><li><a href="#图的构建">图的构建</a></li><li><a href="#优化">优化</a></li></ul></li><li><a href="#新的操作符">新的操作符</a></li><li><a href="#benchmark">Benchmark</a><ul class="toc-headings"><li><a href="#单节点">单节点</a></li><li><a href="#多线程">多线程</ [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class="toc-headings"><li><a href="#图的构建">图的构建</a></li><li><a href="#优化">优化</a></li></ul></li><li><a href="#新的操作符">新的操作符</a></li><li><a href="#benchmark">Benchmark</a><ul class="toc-headings"><li><a href="#单节点">单节点</a></li><li><a href="#多线程">多线程</a></li><li><a href="#结论">结论</a></li></ul></li></ul></nav></div><foo [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/graph/index.html b/content/docs/2.0.0/graph/index.html
index 5485a18..8affda4 100644
--- a/content/docs/2.0.0/graph/index.html
+++ b/content/docs/2.0.0/graph/index.html
@@ -434,7 +434,7 @@ C->device()->Exec(
<li>在启用计算图的情况下进行训练，可以显著减少内存占用。</li>
<li>目前，在速度上有一点改进。在效率方面还可以做更多的优化。</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class="toc-headings"><li><a href="#图的构建">图的构建</a></li><li><a href="#优化">优化</a></li></ul></li><li><a href="#新的操作符">新的操作符</a></li><li><a href="#benchmark">Benchmark</a><ul class="toc-headings"><li><a href="#单节点">单节点</a></li><li><a href="#多线程">多线程</ [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class="toc-headings"><li><a href="#图的构建">图的构建</a></li><li><a href="#优化">优化</a></li></ul></li><li><a href="#新的操作符">新的操作符</a></li><li><a href="#benchmark">Benchmark</a><ul class="toc-headings"><li><a href="#单节点">单节点</a></li><li><a href="#多线程">多线程</a></li><li><a href="#结论">结论</a></li></ul></li></ul></nav></div><foo [...]
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the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/half-precision.html b/content/docs/2.0.0/half-precision.html
index 0c77f18..ecf4b20 100644
--- a/content/docs/2.0.0/half-precision.html
+++ b/content/docs/2.0.0/half-precision.html
@@ -81,7 +81,7 @@ out, loss = model(tx, ty)
<span class="hljs-comment">// ...</span>
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/16/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-i [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-in-half-三个步骤">Training in Half 三个步骤</a></li><li><a href="#示例">示例</a>< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/half-precision/index.html b/content/docs/2.0.0/half-precision/index.html
index 0c77f18..ecf4b20 100644
--- a/content/docs/2.0.0/half-precision/index.html
+++ b/content/docs/2.0.0/half-precision/index.html
@@ -81,7 +81,7 @@ out, loss = model(tx, ty)
<span class="hljs-comment">// ...</span>
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/16/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-i [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-in-half-三个步骤">Training in Half 三个步骤</a></li><li><a href="#示例">示例</a>< [...]
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Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/time-profiling.html b/content/docs/2.0.0/time-profiling.html
index b36d78e..5cfbb5c 100644
--- a/content/docs/2.0.0/time-profiling.html
+++ b/content/docs/2.0.0/time-profiling.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/> [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started< [...]
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Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/time-profiling/index.html b/content/docs/2.0.0/time-profiling/index.html
index b36d78e..5cfbb5c 100644
--- a/content/docs/2.0.0/time-profiling/index.html
+++ b/content/docs/2.0.0/time-profiling/index.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/> [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started< [...]
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Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/2.0.0/wheel-cpu-dev.html b/content/docs/2.0.0/wheel-cpu-dev.html
index b027e40..ad74e72 100644
--- a/content/docs/2.0.0/wheel-cpu-dev.html
+++ b/content/docs/2.0.0/wheel-cpu-dev.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apa [...]
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Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/wheel-cpu-dev/index.html b/content/docs/2.0.0/wheel-cpu-dev/index.html
index b027e40..ad74e72 100644
--- a/content/docs/2.0.0/wheel-cpu-dev/index.html
+++ b/content/docs/2.0.0/wheel-cpu-dev/index.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apa [...]
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diff --git a/content/docs/2.0.0/wheel-cpu.html b/content/docs/2.0.0/wheel-cpu.html
index 2255949..3c054dd 100644
--- a/content/docs/2.0.0/wheel-cpu.html
+++ b/content/docs/2.0.0/wheel-cpu.html
@@ -17,7 +17,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/ [...]
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diff --git a/content/docs/2.0.0/wheel-cpu/index.html b/content/docs/2.0.0/wheel-cpu/index.html
index 2255949..3c054dd 100644
--- a/content/docs/2.0.0/wheel-cpu/index.html
+++ b/content/docs/2.0.0/wheel-cpu/index.html
@@ -17,7 +17,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/ [...]
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diff --git a/content/docs/2.0.0/wheel-gpu-dev.html b/content/docs/2.0.0/wheel-gpu-dev.html
index bc70f25..35f27c1 100644
--- a/content/docs/2.0.0/wheel-gpu-dev.html
+++ b/content/docs/2.0.0/wheel-gpu-dev.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apa [...]
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diff --git a/content/docs/2.0.0/wheel-gpu-dev/index.html b/content/docs/2.0.0/wheel-gpu-dev/index.html
index bc70f25..35f27c1 100644
--- a/content/docs/2.0.0/wheel-gpu-dev/index.html
+++ b/content/docs/2.0.0/wheel-gpu-dev/index.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apa [...]
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diff --git a/content/docs/2.0.0/wheel-gpu.html b/content/docs/2.0.0/wheel-gpu.html
index aea177b..0c542e8 100644
--- a/content/docs/2.0.0/wheel-gpu.html
+++ b/content/docs/2.0.0/wheel-gpu.html
@@ -20,7 +20,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/ [...]
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diff --git a/content/docs/2.0.0/wheel-gpu/index.html b/content/docs/2.0.0/wheel-gpu/index.html
index aea177b..0c542e8 100644
--- a/content/docs/2.0.0/wheel-gpu/index.html
+++ b/content/docs/2.0.0/wheel-gpu/index.html
@@ -20,7 +20,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/ [...]
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diff --git a/content/docs/3.0.0.rc1/half-precision.html b/content/docs/3.0.0.rc1/half-precision.html
index 1e51521..f1cf77f 100644
--- a/content/docs/3.0.0.rc1/half-precision.html
+++ b/content/docs/3.0.0.rc1/half-precision.html
@@ -81,7 +81,7 @@ out, loss = model(tx, ty)
<span class="hljs-comment">// ...</span>
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/16/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-i [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-in-half-三个步骤">Training in Half 三个步骤</a></li><li><a href="#示例">示例</a>< [...]
The Apache Software Foundation. All rights reserved.
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the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/half-precision/index.html b/content/docs/3.0.0.rc1/half-precision/index.html
index 1e51521..f1cf77f 100644
--- a/content/docs/3.0.0.rc1/half-precision/index.html
+++ b/content/docs/3.0.0.rc1/half-precision/index.html
@@ -81,7 +81,7 @@ out, loss = model(tx, ty)
<span class="hljs-comment">// ...</span>
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/16/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-i [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-in-half-三个步骤">Training in Half 三个步骤</a></li><li><a href="#示例">示例</a>< [...]
The Apache Software Foundation. All rights reserved.
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the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/time-profiling.html b/content/docs/3.0.0.rc1/time-profiling.html
index 220e655..7f5bdae 100644
--- a/content/docs/3.0.0.rc1/time-profiling.html
+++ b/content/docs/3.0.0.rc1/time-profiling.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/> [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started< [...]
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diff --git a/content/docs/3.0.0.rc1/time-profiling/index.html b/content/docs/3.0.0.rc1/time-profiling/index.html
index 220e655..7f5bdae 100644
--- a/content/docs/3.0.0.rc1/time-profiling/index.html
+++ b/content/docs/3.0.0.rc1/time-profiling/index.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/> [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started< [...]
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diff --git a/content/docs/3.0.0.rc1/wheel-cpu-dev.html b/content/docs/3.0.0.rc1/wheel-cpu-dev.html
index f107e3e..fdc04ff 100644
--- a/content/docs/3.0.0.rc1/wheel-cpu-dev.html
+++ b/content/docs/3.0.0.rc1/wheel-cpu-dev.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apa [...]
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diff --git a/content/docs/3.0.0.rc1/wheel-cpu-dev/index.html b/content/docs/3.0.0.rc1/wheel-cpu-dev/index.html
index f107e3e..fdc04ff 100644
--- a/content/docs/3.0.0.rc1/wheel-cpu-dev/index.html
+++ b/content/docs/3.0.0.rc1/wheel-cpu-dev/index.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apa [...]
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diff --git a/content/docs/3.0.0.rc1/wheel-cpu.html b/content/docs/3.0.0.rc1/wheel-cpu.html
index 5004034..54f3c0f 100644
--- a/content/docs/3.0.0.rc1/wheel-cpu.html
+++ b/content/docs/3.0.0.rc1/wheel-cpu.html
@@ -17,7 +17,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/ [...]
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diff --git a/content/docs/3.0.0.rc1/wheel-cpu/index.html b/content/docs/3.0.0.rc1/wheel-cpu/index.html
index 5004034..54f3c0f 100644
--- a/content/docs/3.0.0.rc1/wheel-cpu/index.html
+++ b/content/docs/3.0.0.rc1/wheel-cpu/index.html
@@ -17,7 +17,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/ [...]
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diff --git a/content/docs/3.0.0.rc1/wheel-gpu-dev.html b/content/docs/3.0.0.rc1/wheel-gpu-dev.html
index 99a0e09..7262507 100644
--- a/content/docs/3.0.0.rc1/wheel-gpu-dev.html
+++ b/content/docs/3.0.0.rc1/wheel-gpu-dev.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apa [...]
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diff --git a/content/docs/3.0.0.rc1/wheel-gpu-dev/index.html b/content/docs/3.0.0.rc1/wheel-gpu-dev/index.html
index 99a0e09..7262507 100644
--- a/content/docs/3.0.0.rc1/wheel-gpu-dev/index.html
+++ b/content/docs/3.0.0.rc1/wheel-gpu-dev/index.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
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+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apa [...]
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diff --git a/content/docs/3.0.0.rc1/wheel-gpu.html b/content/docs/3.0.0.rc1/wheel-gpu.html
index 7fe4246..ab56aa5 100644
--- a/content/docs/3.0.0.rc1/wheel-gpu.html
+++ b/content/docs/3.0.0.rc1/wheel-gpu.html
@@ -20,7 +20,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/ [...]
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diff --git a/content/docs/3.0.0.rc1/wheel-gpu/index.html b/content/docs/3.0.0.rc1/wheel-gpu/index.html
index 7fe4246..ab56aa5 100644
--- a/content/docs/3.0.0.rc1/wheel-gpu/index.html
+++ b/content/docs/3.0.0.rc1/wheel-gpu/index.html
@@ -20,7 +20,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/ [...]
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diff --git a/content/docs/3.0.0/half-precision.html b/content/docs/3.0.0/half-precision.html
index 9280640..f83806c 100644
--- a/content/docs/3.0.0/half-precision.html
+++ b/content/docs/3.0.0/half-precision.html
@@ -81,7 +81,7 @@ out, loss = model(tx, ty)
<span class="hljs-comment">// ...</span>
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/16/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-i [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-in-half-三个步骤">Training in Half 三个步骤</a></li><li><a href="#示例">示例</a>< [...]
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diff --git a/content/docs/3.0.0/half-precision/index.html b/content/docs/3.0.0/half-precision/index.html
index 9280640..f83806c 100644
--- a/content/docs/3.0.0/half-precision/index.html
+++ b/content/docs/3.0.0/half-precision/index.html
@@ -81,7 +81,7 @@ out, loss = model(tx, ty)
<span class="hljs-comment">// ...</span>
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/16/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-i [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-in-half-三个步骤">Training in Half 三个步骤</a></li><li><a href="#示例">示例</a>< [...]
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diff --git a/content/docs/3.0.0/time-profiling.html b/content/docs/3.0.0/time-profiling.html
index d2ce117..68afc70 100644
--- a/content/docs/3.0.0/time-profiling.html
+++ b/content/docs/3.0.0/time-profiling.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/> [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started< [...]
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diff --git a/content/docs/3.0.0/time-profiling/index.html b/content/docs/3.0.0/time-profiling/index.html
index d2ce117..68afc70 100644
--- a/content/docs/3.0.0/time-profiling/index.html
+++ b/content/docs/3.0.0/time-profiling/index.html
@@ -139,7 +139,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#设置时间分析verbosity">设置时间分析Verbosity</a></li><li><a href="#不同verbosity的输出示例">不同Verbosity的输出示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/> [...]
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diff --git a/content/docs/3.0.0/wheel-cpu-dev.html b/content/docs/3.0.0/wheel-cpu-dev.html
index f3383bf..f2a15cf 100644
--- a/content/docs/3.0.0/wheel-cpu-dev.html
+++ b/content/docs/3.0.0/wheel-cpu-dev.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apa [...]
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diff --git a/content/docs/3.0.0/wheel-cpu-dev/index.html b/content/docs/3.0.0/wheel-cpu-dev/index.html
index f3383bf..f2a15cf 100644
--- a/content/docs/3.0.0/wheel-cpu-dev/index.html
+++ b/content/docs/3.0.0/wheel-cpu-dev/index.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apa [...]
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diff --git a/content/docs/3.0.0/wheel-cpu.html b/content/docs/3.0.0/wheel-cpu.html
index b3490b5..65a6a22 100644
--- a/content/docs/3.0.0/wheel-cpu.html
+++ b/content/docs/3.0.0/wheel-cpu.html
@@ -17,7 +17,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/ [...]
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diff --git a/content/docs/3.0.0/wheel-cpu/index.html b/content/docs/3.0.0/wheel-cpu/index.html
index b3490b5..65a6a22 100644
--- a/content/docs/3.0.0/wheel-cpu/index.html
+++ b/content/docs/3.0.0/wheel-cpu/index.html
@@ -17,7 +17,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp37-cp37m-manylinux2014_x86_64.whl">Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0-cp38-cp38-manylinux2014_x86_64.whl">Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/ [...]
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diff --git a/content/docs/3.0.0/wheel-gpu-dev.html b/content/docs/3.0.0/wheel-gpu-dev.html
index e9ca379..47a31aa 100644
--- a/content/docs/3.0.0/wheel-gpu-dev.html
+++ b/content/docs/3.0.0/wheel-gpu-dev.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apa [...]
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Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/wheel-gpu-dev/index.html b/content/docs/3.0.0/wheel-gpu-dev/index.html
index e9ca379..47a31aa 100644
--- a/content/docs/3.0.0/wheel-gpu-dev/index.html
+++ b/content/docs/3.0.0/wheel-gpu-dev/index.html
@@ -11,7 +11,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting St [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#300dev200720">3.0.0.dev200720</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/wheel-gpu.html b/content/docs/3.0.0/wheel-gpu.html
index 7965ec1..dc23e53 100644
--- a/content/docs/3.0.0/wheel-gpu.html
+++ b/content/docs/3.0.0/wheel-gpu.html
@@ -20,7 +20,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/ [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/wheel-gpu/index.html b/content/docs/3.0.0/wheel-gpu/index.html
index 7965ec1..dc23e53 100644
--- a/content/docs/3.0.0/wheel-gpu/index.html
+++ b/content/docs/3.0.0/wheel-gpu/index.html
@@ -20,7 +20,7 @@
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp37-cp37m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.7</a></li>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0%2Bcuda10.2-cp38-cp38-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.8</a></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installa [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#310">3.1.0</a></li><li><a href="#300">3.0.0</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/ [...]
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Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0/half-precision.html b/content/docs/3.1.0/half-precision.html
index 8037e8b..8fc2487 100644
--- a/content/docs/3.1.0/half-precision.html
+++ b/content/docs/3.1.0/half-precision.html
@@ -81,7 +81,7 @@ out, loss = model(tx, ty)
<span class="hljs-comment">// ...</span>
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/16/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-i [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-in-half-三个步骤">Training in Half 三个步骤</a></li><li><a href="#示例">示例</a>< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.1.0/half-precision/index.html b/content/docs/3.1.0/half-precision/index.html
index 8037e8b..8fc2487 100644
--- a/content/docs/3.1.0/half-precision/index.html
+++ b/content/docs/3.1.0/half-precision/index.html
@@ -81,7 +81,7 @@ out, loss = model(tx, ty)
<span class="hljs-comment">// ...</span>
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/16/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-i [...]
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-in-half-三个步骤">Training in Half 三个步骤</a></li><li><a href="#示例">示例</a>< [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/autograd.html b/content/docs/3.2.0/autograd.html
similarity index 85%
copy from content/docs/autograd.html
copy to content/docs/3.2.0/autograd.html
index 1df1fd3..aa06120 100644
--- a/content/docs/autograd.html
+++ b/content/docs/3.2.0/autograd.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -289,7 +289,7 @@ checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
<p>Refer
<a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">here</a>
for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/17/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/17/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.2.0/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-heading [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/autograd/index.html b/content/docs/3.2.0/autograd/index.html
similarity index 85%
copy from content/docs/autograd/index.html
copy to content/docs/3.2.0/autograd/index.html
index 1df1fd3..aa06120 100644
--- a/content/docs/autograd/index.html
+++ b/content/docs/3.2.0/autograd/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -289,7 +289,7 @@ checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
<p>Refer
<a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">here</a>
for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/17/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a hr [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/17/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.2.0/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-heading [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/benchmark-train.html b/content/docs/3.2.0/benchmark-train.html
similarity index 83%
copy from content/docs/benchmark-train.html
copy to content/docs/3.2.0/benchmark-train.html
index 6643325..76b9725 100644
--- a/content/docs/benchmark-train.html
+++ b/content/docs/3.2.0/benchmark-train.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Workload: we use a deep convolutional neural network,
<a href="https://github.com/apache/singa/blob/master/examples/cnn/model/resnet.py">ResNet-50</a>
as the application. ResNet-50 has 50 convolution layers for image
diff --git a/content/docs/benchmark-train/index.html b/content/docs/3.2.0/benchmark-train/index.html
similarity index 83%
copy from content/docs/benchmark-train/index.html
copy to content/docs/3.2.0/benchmark-train/index.html
index 6643325..76b9725 100644
--- a/content/docs/benchmark-train/index.html
+++ b/content/docs/3.2.0/benchmark-train/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Workload: we use a deep convolutional neural network,
<a href="https://github.com/apache/singa/blob/master/examples/cnn/model/resnet.py">ResNet-50</a>
as the application. ResNet-50 has 50 convolution layers for image
diff --git a/content/docs/build.html b/content/docs/3.2.0/build.html
similarity index 86%
copy from content/docs/build.html
copy to content/docs/3.2.0/build.html
index f49b9a5..58df7d7 100644
--- a/content/docs/build.html
+++ b/content/docs/3.2.0/build.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -67,7 +67,7 @@
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">cd</span> singa/</span>
</code></pre>
<p>If you want to contribute code to SINGA, refer to
-<a href="/docs/contribute-code">contribute-code page</a> for the steps and requirements.</p>
+<a href="/docs/3.2.0/contribute-code">contribute-code page</a> for the steps and requirements.</p>
<h2><a class="anchor" aria-hidden="true" id="use-conda-to-build-singa"></a><a href="#use-conda-to-build-singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-. [...]
<p>Conda-build is a building tool that installs the dependent libraries from
anaconda cloud and executes the building scripts.</p>
@@ -189,7 +189,7 @@ pip install matplotlib numpy pandas scikit-learn pydot
tests, then you have successfully installed SINGA.</p>
<h2><a class="anchor" aria-hidden="true" id="compile-singa-on-windows"></a><a href="#compile-singa-on-windows" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-. [...]
<p>Instructions for building on Windows with Python support can be found
-<a href="/docs/install-win">install-win page</a>.</p>
+<a href="/docs/3.2.0/install-win">install-win page</a>.</p>
<h2><a class="anchor" aria-hidden="true" id="more-details-about-the-compilation-options"></a><a href="#more-details-about-the-compilation-options" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c [...]
<h3><a class="anchor" aria-hidden="true" id="use_modules-deprecated"></a><a href="#use_modules-deprecated" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0 [...]
<p>If protobuf and openblas are not installed, you can compile SINGA together with
@@ -416,7 +416,7 @@ build PySINGA from source, you need to specify the paths when invoking
to change the python interpreter, e.g., reset the $PATH to put the correct
path of Python at the front position.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use Conda to buil [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.2.0/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use C [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/build/index.html b/content/docs/3.2.0/build/index.html
similarity index 86%
copy from content/docs/build/index.html
copy to content/docs/3.2.0/build/index.html
index f49b9a5..58df7d7 100644
--- a/content/docs/build/index.html
+++ b/content/docs/3.2.0/build/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -67,7 +67,7 @@
<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">cd</span> singa/</span>
</code></pre>
<p>If you want to contribute code to SINGA, refer to
-<a href="/docs/contribute-code">contribute-code page</a> for the steps and requirements.</p>
+<a href="/docs/3.2.0/contribute-code">contribute-code page</a> for the steps and requirements.</p>
<h2><a class="anchor" aria-hidden="true" id="use-conda-to-build-singa"></a><a href="#use-conda-to-build-singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-. [...]
<p>Conda-build is a building tool that installs the dependent libraries from
anaconda cloud and executes the building scripts.</p>
@@ -189,7 +189,7 @@ pip install matplotlib numpy pandas scikit-learn pydot
tests, then you have successfully installed SINGA.</p>
<h2><a class="anchor" aria-hidden="true" id="compile-singa-on-windows"></a><a href="#compile-singa-on-windows" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-. [...]
<p>Instructions for building on Windows with Python support can be found
-<a href="/docs/install-win">install-win page</a>.</p>
+<a href="/docs/3.2.0/install-win">install-win page</a>.</p>
<h2><a class="anchor" aria-hidden="true" id="more-details-about-the-compilation-options"></a><a href="#more-details-about-the-compilation-options" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c [...]
<h3><a class="anchor" aria-hidden="true" id="use_modules-deprecated"></a><a href="#use_modules-deprecated" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0 [...]
<p>If protobuf and openblas are not installed, you can compile SINGA together with
@@ -416,7 +416,7 @@ build PySINGA from source, you need to specify the paths when invoking
to change the python interpreter, e.g., reset the $PATH to put the correct
path of Python at the front position.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use Conda to buil [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.2.0/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#use-conda-to-build-singa">Use C [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/contribute-code.html b/content/docs/3.2.0/contribute-code.html
similarity index 75%
copy from content/docs/contribute-code.html
copy to content/docs/3.2.0/contribute-code.html
index 727bbbf..4e63ad4 100644
--- a/content/docs/contribute-code.html
+++ b/content/docs/3.2.0/contribute-code.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -147,15 +147,15 @@ Code Spell Checker, autoDocstring, vim, Remote Development could be installed. A
reference configuration (i.e., <code>settings.json</code>) of these extensions is
<a href="https://gist.github.com/nudles/3d23cfb6ffb30ca7636c45fe60278c55">here</a>.</p>
<p>If you update the CPP code, you need to recompile SINGA
-<a href="/docs/build">from source</a>. It is recommended to use the native building tools in
+<a href="/docs/3.2.0/build">from source</a>. It is recommended to use the native building tools in
the <code>*-devel</code> Docker images or <code>conda build</code>.</p>
<p>If you only update the Python code, you can install SINGAS once, and then copy
the updated Python files to replace those in the Python installation folder,</p>
<pre><code class="hljs css language-shell">cp python/singa/xx.py <path to conda>/lib/python3.7/site-packages/singa/
</code></pre>
<h2><a class="anchor" aria-hidden="true" id="workflow"></a><a href="#workflow" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
-<p>Please refer to the <a href="/docs/git-workflow">git workflow page</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style">Coding Style< [...]
+<p>Please refer to the <a href="/docs/3.2.0/git-workflow">git workflow page</a>.</p>
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.2.0/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style">C [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/contribute-code/index.html b/content/docs/3.2.0/contribute-code/index.html
similarity index 75%
copy from content/docs/contribute-code/index.html
copy to content/docs/3.2.0/contribute-code/index.html
index 727bbbf..4e63ad4 100644
--- a/content/docs/contribute-code/index.html
+++ b/content/docs/3.2.0/contribute-code/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -147,15 +147,15 @@ Code Spell Checker, autoDocstring, vim, Remote Development could be installed. A
reference configuration (i.e., <code>settings.json</code>) of these extensions is
<a href="https://gist.github.com/nudles/3d23cfb6ffb30ca7636c45fe60278c55">here</a>.</p>
<p>If you update the CPP code, you need to recompile SINGA
-<a href="/docs/build">from source</a>. It is recommended to use the native building tools in
+<a href="/docs/3.2.0/build">from source</a>. It is recommended to use the native building tools in
the <code>*-devel</code> Docker images or <code>conda build</code>.</p>
<p>If you only update the Python code, you can install SINGAS once, and then copy
the updated Python files to replace those in the Python installation folder,</p>
<pre><code class="hljs css language-shell">cp python/singa/xx.py <path to conda>/lib/python3.7/site-packages/singa/
</code></pre>
<h2><a class="anchor" aria-hidden="true" id="workflow"></a><a href="#workflow" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
-<p>Please refer to the <a href="/docs/git-workflow">git workflow page</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style">Coding Style< [...]
+<p>Please refer to the <a href="/docs/3.2.0/git-workflow">git workflow page</a>.</p>
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 5/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.2.0/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#coding-style">C [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/contribute-docs.html b/content/docs/3.2.0/contribute-docs.html
similarity index 74%
copy from content/docs/contribute-docs.html
copy to content/docs/3.2.0/contribute-docs.html
index 7e006f5..9bbde9c 100644
--- a/content/docs/contribute-docs.html
+++ b/content/docs/3.2.0/contribute-docs.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
"description": "# spell check only for cpp comments"
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files">Markdown File [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.2.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files">M [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/contribute-docs/index.html b/content/docs/3.2.0/contribute-docs/index.html
similarity index 74%
copy from content/docs/contribute-docs/index.html
copy to content/docs/3.2.0/contribute-docs/index.html
index 7e006f5..9bbde9c 100644
--- a/content/docs/contribute-docs/index.html
+++ b/content/docs/3.2.0/contribute-docs/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -139,7 +139,7 @@ via <code>File - Preferences - User Snippets - python.json</code></p>
"description": "# spell check only for cpp comments"
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files">Markdown File [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.2.0/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown-files">M [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/device.html b/content/docs/3.2.0/device.html
similarity index 67%
copy from content/docs/device.html
copy to content/docs/3.2.0/device.html
index 6057553..1d3d0a4 100644
--- a/content/docs/device.html
+++ b/content/docs/3.2.0/device.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -81,7 +81,7 @@ host = device.get_default_device() <span class="hljs-comment"># get the default
ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>) <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>]) <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#example-usage">Exam [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.2.0/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#example [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/device/index.html b/content/docs/3.2.0/device/index.html
similarity index 67%
copy from content/docs/device/index.html
copy to content/docs/3.2.0/device/index.html
index 6057553..1d3d0a4 100644
--- a/content/docs/device/index.html
+++ b/content/docs/3.2.0/device/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -81,7 +81,7 @@ host = device.get_default_device() <span class="hljs-comment"># get the default
ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>) <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>]) <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#example-usage">Exam [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/9/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.2.0/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#specific-devices">Specific devices</a></li><li><a href="#example [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/dist-train.html b/content/docs/3.2.0/dist-train.html
similarity index 86%
copy from content/docs/dist-train.html
copy to content/docs/3.2.0/dist-train.html
index 2f7d4b1..ca4543f 100644
--- a/content/docs/dist-train.html
+++ b/content/docs/3.2.0/dist-train.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -422,7 +422,7 @@ partitioned, so that each process can evaluate the sub-gradient based on the
partitioned training data. Once the sub-gradient is calculated on each
processes, the overall stochastic gradient is obtained by all-reducing the
sub-gradients evaluated by all processes.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#example-code [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.2.0/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="# [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/dist-train/index.html b/content/docs/3.2.0/dist-train/index.html
similarity index 86%
copy from content/docs/dist-train/index.html
copy to content/docs/3.2.0/dist-train/index.html
index 2f7d4b1..ca4543f 100644
--- a/content/docs/dist-train/index.html
+++ b/content/docs/3.2.0/dist-train/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -422,7 +422,7 @@ partitioned, so that each process can evaluate the sub-gradient based on the
partitioned training data. Once the sub-gradient is calculated on each
processes, the overall stochastic gradient is obtained by all-reducing the
sub-gradients evaluated by all processes.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="#example-code [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.2.0/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#usage">Usage</a><ul class="toc-headings"><li><a href="# [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/downloads.html b/content/docs/3.2.0/downloads.html
similarity index 82%
copy from content/docs/downloads.html
copy to content/docs/3.2.0/downloads.html
index f6824ae..39f8f7f 100644
--- a/content/docs/downloads.html
+++ b/content/docs/3.2.0/downloads.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -323,7 +323,7 @@ models, energy models and RNN models.</li>
<li>Unit test using gtest</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/22/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/half-precision"><span class="arrow-prev">← </span><span>Half Precision</span></a><a class="docs-next button" href="/docs/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href="#v320-15-a [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/22/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/half-precision"><span class="arrow-prev">← </span><span>Half Precision</span></a><a class="docs-next button" href="/docs/3.2.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/downloads/index.html b/content/docs/3.2.0/downloads/index.html
similarity index 82%
copy from content/docs/downloads/index.html
copy to content/docs/3.2.0/downloads/index.html
index f6824ae..39f8f7f 100644
--- a/content/docs/downloads/index.html
+++ b/content/docs/3.2.0/downloads/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -323,7 +323,7 @@ models, energy models and RNN models.</li>
<li>Unit test using gtest</li>
</ul></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/22/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/half-precision"><span class="arrow-prev">← </span><span>Half Precision</span></a><a class="docs-next button" href="/docs/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href="#v320-15-a [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/22/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/half-precision"><span class="arrow-prev">← </span><span>Half Precision</span></a><a class="docs-next button" href="/docs/3.2.0/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/examples.html b/content/docs/3.2.0/examples.html
similarity index 74%
copy from content/docs/examples.html
copy to content/docs/3.2.0/examples.html
index ffc34f8..a242fff 100644
--- a/content/docs/examples.html
+++ b/content/docs/3.2.0/examples.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -143,7 +143,7 @@ example is given below.</p>
<li>Restricted Boltzmann Machine over the MNIST dataset, <a href="">source</a>,
<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li><li><a href= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.2.0/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/examples/index.html b/content/docs/3.2.0/examples/index.html
similarity index 74%
copy from content/docs/examples/index.html
copy to content/docs/3.2.0/examples/index.html
index ffc34f8..a242fff 100644
--- a/content/docs/examples/index.html
+++ b/content/docs/3.2.0/examples/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -143,7 +143,7 @@ example is given below.</p>
<li>Restricted Boltzmann Machine over the MNIST dataset, <a href="">source</a>,
<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li><li><a href= [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.2.0/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#image-classification">Image Classification</a></li> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/git-workflow.html b/content/docs/3.2.0/git-workflow.html
similarity index 74%
copy from content/docs/git-workflow.html
copy to content/docs/3.2.0/git-workflow.html
index c43e53c..9621ba4 100644
--- a/content/docs/git-workflow.html
+++ b/content/docs/3.2.0/git-workflow.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -162,7 +162,7 @@ git push asf dev:dev
</code></pre>
<p>Do not use rebase to merge the PR; and disable fast forward.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><sect [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/git-workflow/index.html b/content/docs/3.2.0/git-workflow/index.html
similarity index 74%
copy from content/docs/git-workflow/index.html
copy to content/docs/3.2.0/git-workflow/index.html
index c43e53c..9621ba4 100644
--- a/content/docs/git-workflow/index.html
+++ b/content/docs/3.2.0/git-workflow/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -162,7 +162,7 @@ git push asf dev:dev
</code></pre>
<p>Do not use rebase to merge the PR; and disable fast forward.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section cl [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#for-developers">For Developers</a></li><li><a href="#for-committers">For Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><sect [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/graph.html b/content/docs/3.2.0/graph.html
similarity index 86%
copy from content/docs/graph.html
copy to content/docs/3.2.0/graph.html
index 4202eb4..2b5fc50 100644
--- a/content/docs/graph.html
+++ b/content/docs/3.2.0/graph.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -559,7 +559,7 @@ memory footprint.</li>
<li>Currently, there is a little improvement in terms of speed. More optimizations
can be done towards the efficiency.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementation</a><ul [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.2.0/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/graph/index.html b/content/docs/3.2.0/graph/index.html
similarity index 86%
copy from content/docs/graph/index.html
copy to content/docs/3.2.0/graph/index.html
index 4202eb4..2b5fc50 100644
--- a/content/docs/graph/index.html
+++ b/content/docs/3.2.0/graph/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -559,7 +559,7 @@ memory footprint.</li>
<li>Currently, there is a little improvement in terms of speed. More optimizations
can be done towards the efficiency.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementation</a><ul [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.2.0/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#example">Example</a></li><li><a href="#implementation">Implementa [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/half-precision.html b/content/docs/3.2.0/half-precision.html
similarity index 76%
copy from content/docs/half-precision.html
copy to content/docs/3.2.0/half-precision.html
index 9b92895..5a9471b 100644
--- a/content/docs/half-precision.html
+++ b/content/docs/3.2.0/half-precision.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -144,7 +144,7 @@ operation template with half type and implementation the low level computation.<
<span class="hljs-comment">// ...</span>
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/16/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-he [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/16/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.2.0/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul c [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/half-precision/index.html b/content/docs/3.2.0/half-precision/index.html
similarity index 76%
copy from content/docs/half-precision/index.html
copy to content/docs/3.2.0/half-precision/index.html
index 9b92895..5a9471b 100644
--- a/content/docs/half-precision/index.html
+++ b/content/docs/3.2.0/half-precision/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -144,7 +144,7 @@ operation template with half type and implementation the low level computation.<
<span class="hljs-comment">// ...</span>
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/16/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-he [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/16/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.2.0/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul c [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/history-singa.html b/content/docs/3.2.0/history-singa.html
similarity index 74%
copy from content/docs/history-singa.html
copy to content/docs/3.2.0/history-singa.html
index 03730a9..e91ddde 100644
--- a/content/docs/history-singa.html
+++ b/content/docs/3.2.0/history-singa.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -91,7 +91,7 @@ applications.</p>
<h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p>SINGA is released under
<a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav- [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/history-singa/index.html b/content/docs/3.2.0/history-singa/index.html
similarity index 74%
copy from content/docs/history-singa/index.html
copy to content/docs/3.2.0/history-singa/index.html
index 03730a9..e91ddde 100644
--- a/content/docs/history-singa/index.html
+++ b/content/docs/3.2.0/history-singa/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -91,7 +91,7 @@ applications.</p>
<h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p>SINGA is released under
<a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"> [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#history">History</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav- [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/how-to-release.html b/content/docs/3.2.0/how-to-release.html
similarity index 78%
copy from content/docs/how-to-release.html
copy to content/docs/3.2.0/how-to-release.html
index 6e2b6ed..576b385 100644
--- a/content/docs/how-to-release.html
+++ b/content/docs/3.2.0/how-to-release.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -242,7 +242,7 @@ the downloads."
On behalf of the SINGA team, {SINGA Team Member Name}
<span class="hljs-code">```</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="s [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.2.0/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><sect [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/how-to-release/index.html b/content/docs/3.2.0/how-to-release/index.html
similarity index 78%
copy from content/docs/how-to-release/index.html
copy to content/docs/3.2.0/how-to-release/index.html
index 6e2b6ed..576b385 100644
--- a/content/docs/how-to-release/index.html
+++ b/content/docs/3.2.0/how-to-release/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -242,7 +242,7 @@ the downloads."
On behalf of the SINGA team, {SINGA Team Member Name}
<span class="hljs-code">```</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="s [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/21/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.2.0/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><sect [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/initializer.html b/content/docs/3.2.0/initializer.html
similarity index 83%
copy from content/docs/initializer.html
copy to content/docs/3.2.0/initializer.html
index 66402d2..752ab04 100644
--- a/content/docs/initializer.html
+++ b/content/docs/3.2.0/initializer.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
diff --git a/content/docs/initializer/index.html b/content/docs/3.2.0/initializer/index.html
similarity index 83%
copy from content/docs/initializer/index.html
copy to content/docs/3.2.0/initializer/index.html
index 66402d2..752ab04 100644
--- a/content/docs/initializer/index.html
+++ b/content/docs/3.2.0/initializer/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
diff --git a/content/docs/install-win.html b/content/docs/3.2.0/install-win.html
similarity index 94%
copy from content/docs/install-win.html
copy to content/docs/3.2.0/install-win.html
index 959e7f2..8319506 100644
--- a/content/docs/install-win.html
+++ b/content/docs/3.2.0/install-win.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>The process of building SINGA from source on Microsoft Windows has four parts:
install dependencies, build SINGA source, (optionally) install the python module
and (optionally) run the unit tests.</p>
diff --git a/content/docs/install-win/index.html b/content/docs/3.2.0/install-win/index.html
similarity index 94%
copy from content/docs/install-win/index.html
copy to content/docs/3.2.0/install-win/index.html
index 959e7f2..8319506 100644
--- a/content/docs/install-win/index.html
+++ b/content/docs/3.2.0/install-win/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>The process of building SINGA from source on Microsoft Windows has four parts:
install dependencies, build SINGA source, (optionally) install the python module
and (optionally) run the unit tests.</p>
diff --git a/content/docs/installation.html b/content/docs/3.2.0/installation.html
similarity index 78%
copy from content/docs/installation.html
copy to content/docs/3.2.0/installation.html
index 3ae66c9..ebdce75 100644
--- a/content/docs/installation.html
+++ b/content/docs/3.2.0/installation.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -169,7 +169,7 @@ image, the tag is named as</li>
</tbody>
</table>
<h2><a class="anchor" aria-hidden="true" id="from-source"></a><a href="#from-source" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42 [...]
-<p>You can <a href="/docs/build">build and install SINGA</a> from the source code using native
+<p>You can <a href="/docs/3.2.0/build">build and install SINGA</a> from the source code using native
building tools or conda-build, on local host OS or in a Docker container.</p>
<h2><a class="anchor" aria-hidden="true" id="faq"></a><a href="#faq" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
<ul>
@@ -205,7 +205,7 @@ check your interpreter by <code>which python</code> and check the Python linked
via <code>otool -L <path to _singa_wrap.so></code>. This problem should be resolved if
SINGA is installed via conda.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 1/16/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#using-conda">Using Conda</a></li><li><a href="#using-pip">Using Pip</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 1/16/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.2.0/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#using-conda">Using Conda</a></li><li><a href="#using-pip">Using Pip</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From sourc [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/installation/index.html b/content/docs/3.2.0/installation/index.html
similarity index 78%
copy from content/docs/installation/index.html
copy to content/docs/3.2.0/installation/index.html
index 3ae66c9..ebdce75 100644
--- a/content/docs/installation/index.html
+++ b/content/docs/3.2.0/installation/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -169,7 +169,7 @@ image, the tag is named as</li>
</tbody>
</table>
<h2><a class="anchor" aria-hidden="true" id="from-source"></a><a href="#from-source" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42 [...]
-<p>You can <a href="/docs/build">build and install SINGA</a> from the source code using native
+<p>You can <a href="/docs/3.2.0/build">build and install SINGA</a> from the source code using native
building tools or conda-build, on local host OS or in a Docker container.</p>
<h2><a class="anchor" aria-hidden="true" id="faq"></a><a href="#faq" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
<ul>
@@ -205,7 +205,7 @@ check your interpreter by <code>which python</code> and check the Python linked
via <code>otool -L <path to _singa_wrap.so></code>. This problem should be resolved if
SINGA is installed via conda.</p></li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 1/16/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#using-conda">Using Conda</a></li><li><a href="#using-pip">Using Pip</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From source</a>< [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 1/16/2021</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.2.0/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#using-conda">Using Conda</a></li><li><a href="#using-pip">Using Pip</a></li><li><a href="#using-docker">Using Docker</a></li><li><a href="#from-source">From sourc [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/issue-tracking.html b/content/docs/3.2.0/issue-tracking.html
similarity index 69%
copy from content/docs/issue-tracking.html
copy to content/docs/3.2.0/issue-tracking.html
index 82402ad..b5223c2 100644
--- a/content/docs/issue-tracking.html
+++ b/content/docs/3.2.0/issue-tracking.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -64,7 +64,7 @@
<p>SINGA used <a href="https://issues.apache.org/jira/browse/singa">JIRA</a> to manage issues
including bugs, new features and discussions.</p>
<p>We are now moving to <a href="https://github.com/apache/singa/issues">Github Issues</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="n [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.2.0/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href= [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/issue-tracking/index.html b/content/docs/3.2.0/issue-tracking/index.html
similarity index 69%
copy from content/docs/issue-tracking/index.html
copy to content/docs/3.2.0/issue-tracking/index.html
index 82402ad..b5223c2 100644
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+++ b/content/docs/3.2.0/issue-tracking/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -64,7 +64,7 @@
<p>SINGA used <a href="https://issues.apache.org/jira/browse/singa">JIRA</a> to manage issues
including bugs, new features and discussions.</p>
<p>We are now moving to <a href="https://github.com/apache/singa/issues">Github Issues</a>.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="n [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.2.0/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href= [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/layer.html b/content/docs/3.2.0/layer.html
similarity index 83%
copy from content/docs/layer.html
copy to content/docs/3.2.0/layer.html
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--- a/content/docs/layer.html
+++ b/content/docs/3.2.0/layer.html
@@ -4,7 +4,7 @@
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)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
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diff --git a/content/docs/layer/index.html b/content/docs/3.2.0/layer/index.html
similarity index 83%
copy from content/docs/layer/index.html
copy to content/docs/3.2.0/layer/index.html
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
diff --git a/content/docs/loss.html b/content/docs/3.2.0/loss.html
similarity index 83%
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
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</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
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similarity index 83%
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)
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
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</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
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similarity index 71%
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)
});
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diff --git a/content/docs/mail-lists/index.html b/content/docs/3.2.0/mail-lists/index.html
similarity index 71%
copy from content/docs/mail-lists/index.html
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var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -73,7 +73,7 @@ each list, there is a subscribe, unsubscribe, and an archive link.</p>
<tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
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similarity index 83%
copy from content/docs/metric.html
copy to content/docs/3.2.0/metric.html
index 0486059..10bf1db 100644
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@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
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diff --git a/content/docs/metric/index.html b/content/docs/3.2.0/metric/index.html
similarity index 83%
copy from content/docs/metric/index.html
copy to content/docs/3.2.0/metric/index.html
index 0486059..10bf1db 100644
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@@ -4,7 +4,7 @@
{"zIndex":100}
)
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- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
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<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#python-api">Python API</a></li><li><a href="#cpp-api">CPP API</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Gu [...]
diff --git a/content/docs/model-zoo-char-rnn.html b/content/docs/3.2.0/model-zoo-char-rnn.html
similarity index 87%
copy from content/docs/model-zoo-char-rnn.html
copy to content/docs/3.2.0/model-zoo-char-rnn.html
index 67b7e91..3b7f1a0 100644
--- a/content/docs/model-zoo-char-rnn.html
+++ b/content/docs/3.2.0/model-zoo-char-rnn.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Recurrent neural networks (RNN) are widely used for modelling sequential data, e.g., natural language sentences. This example describes how to implement a RNN application (or model) using SINGA's RNN layers. We will use the <a href="https://github.com/karpathy/char-rnn">char-rnn</a> model as an example, which trains over sentences or source code, with each character as an input unit. Particularly, we will train a RNN using GRU over Linux kernel source code. After training, we expect t [...]
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<h3><a class="anchor" aria-hidden="true" id="compile-and-install-singa"></a><a href="#compile-and-install-singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c [...]
diff --git a/content/docs/model-zoo-char-rnn/index.html b/content/docs/3.2.0/model-zoo-char-rnn/index.html
similarity index 87%
copy from content/docs/model-zoo-char-rnn/index.html
copy to content/docs/3.2.0/model-zoo-char-rnn/index.html
index 67b7e91..3b7f1a0 100644
--- a/content/docs/model-zoo-char-rnn/index.html
+++ b/content/docs/3.2.0/model-zoo-char-rnn/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Recurrent neural networks (RNN) are widely used for modelling sequential data, e.g., natural language sentences. This example describes how to implement a RNN application (or model) using SINGA's RNN layers. We will use the <a href="https://github.com/karpathy/char-rnn">char-rnn</a> model as an example, which trains over sentences or source code, with each character as an input unit. Particularly, we will train a RNN using GRU over Linux kernel source code. After training, we expect t [...]
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<h3><a class="anchor" aria-hidden="true" id="compile-and-install-singa"></a><a href="#compile-and-install-singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c [...]
diff --git a/content/docs/model-zoo-cnn-cifar10.html b/content/docs/3.2.0/model-zoo-cnn-cifar10.html
similarity index 88%
copy from content/docs/model-zoo-cnn-cifar10.html
copy to content/docs/3.2.0/model-zoo-cnn-cifar10.html
index 88e25ee..a03155d 100644
--- a/content/docs/model-zoo-cnn-cifar10.html
+++ b/content/docs/3.2.0/model-zoo-cnn-cifar10.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Convolution neural network (CNN) is a type of feed-forward artificial neural network widely used for image and video classification. In this example, we will train three deep CNN models to do image classification for the CIFAR-10 dataset,</p>
<ol>
<li><p><a href="https://code.google.com/p/cuda-convnet/source/browse/trunk/example-layers/layers-18pct.cfg">AlexNet</a> the best validation accuracy (without data augmentation) we achieved was about 82%.</p></li>
@@ -14,7 +14,7 @@
</ol>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<h3><a class="anchor" aria-hidden="true" id="singa-installation"></a><a href="#singa-installation" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22- [...]
-<p>Users can compile and install SINGA from source or install the Python version. The code can ran on both CPU and GPU. For GPU training, CUDA and CUDNN (V4 or V5) are required. Please refer to the <a href="/docs/installation">installation page</a> for detailed instructions.</p>
+<p>Users can compile and install SINGA from source or install the Python version. The code can ran on both CPU and GPU. For GPU training, CUDA and CUDNN (V4 or V5) are required. Please refer to the <a href="/docs/3.2.0/installation">installation page</a> for detailed instructions.</p>
<blockquote>
<p>Please <code>cd</code> to <code>singa/examples/cifar10/</code> for the following commands</p>
</blockquote>
diff --git a/content/docs/model-zoo-cnn-cifar10/index.html b/content/docs/3.2.0/model-zoo-cnn-cifar10/index.html
similarity index 88%
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--- a/content/docs/model-zoo-cnn-cifar10/index.html
+++ b/content/docs/3.2.0/model-zoo-cnn-cifar10/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Convolution neural network (CNN) is a type of feed-forward artificial neural network widely used for image and video classification. In this example, we will train three deep CNN models to do image classification for the CIFAR-10 dataset,</p>
<ol>
<li><p><a href="https://code.google.com/p/cuda-convnet/source/browse/trunk/example-layers/layers-18pct.cfg">AlexNet</a> the best validation accuracy (without data augmentation) we achieved was about 82%.</p></li>
@@ -14,7 +14,7 @@
</ol>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<h3><a class="anchor" aria-hidden="true" id="singa-installation"></a><a href="#singa-installation" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22- [...]
-<p>Users can compile and install SINGA from source or install the Python version. The code can ran on both CPU and GPU. For GPU training, CUDA and CUDNN (V4 or V5) are required. Please refer to the <a href="/docs/installation">installation page</a> for detailed instructions.</p>
+<p>Users can compile and install SINGA from source or install the Python version. The code can ran on both CPU and GPU. For GPU training, CUDA and CUDNN (V4 or V5) are required. Please refer to the <a href="/docs/3.2.0/installation">installation page</a> for detailed instructions.</p>
<blockquote>
<p>Please <code>cd</code> to <code>singa/examples/cifar10/</code> for the following commands</p>
</blockquote>
diff --git a/content/docs/model-zoo-imagenet-alexnet.html b/content/docs/3.2.0/model-zoo-imagenet-alexnet.html
similarity index 89%
copy from content/docs/model-zoo-imagenet-alexnet.html
copy to content/docs/3.2.0/model-zoo-imagenet-alexnet.html
index 7af4be4..2d9eac7 100644
--- a/content/docs/model-zoo-imagenet-alexnet.html
+++ b/content/docs/3.2.0/model-zoo-imagenet-alexnet.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Convolution neural network (CNN) is a type of feed-forward neural network widely used for image and video classification. In this example, we will use a <a href="http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks">deep CNN model</a> to do image classification against the ImageNet dataset.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<h3><a class="anchor" aria-hidden="true" id="compile-singa"></a><a href="#compile-singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.8 [...]
diff --git a/content/docs/model-zoo-imagenet-alexnet/index.html b/content/docs/3.2.0/model-zoo-imagenet-alexnet/index.html
similarity index 89%
copy from content/docs/model-zoo-imagenet-alexnet/index.html
copy to content/docs/3.2.0/model-zoo-imagenet-alexnet/index.html
index 7af4be4..2d9eac7 100644
--- a/content/docs/model-zoo-imagenet-alexnet/index.html
+++ b/content/docs/3.2.0/model-zoo-imagenet-alexnet/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Convolution neural network (CNN) is a type of feed-forward neural network widely used for image and video classification. In this example, we will use a <a href="http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks">deep CNN model</a> to do image classification against the ImageNet dataset.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<h3><a class="anchor" aria-hidden="true" id="compile-singa"></a><a href="#compile-singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.8 [...]
diff --git a/content/docs/model-zoo-imagenet-densenet.html b/content/docs/3.2.0/model-zoo-imagenet-densenet.html
similarity index 88%
copy from content/docs/model-zoo-imagenet-densenet.html
copy to content/docs/3.2.0/model-zoo-imagenet-densenet.html
index 66dafe4..f4d6063 100644
--- a/content/docs/model-zoo-imagenet-densenet.html
+++ b/content/docs/3.2.0/model-zoo-imagenet-densenet.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert DenseNet on <a href="https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py">PyTorch</a> to SINGA for image classification.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-densenet/index.html b/content/docs/3.2.0/model-zoo-imagenet-densenet/index.html
similarity index 88%
copy from content/docs/model-zoo-imagenet-densenet/index.html
copy to content/docs/3.2.0/model-zoo-imagenet-densenet/index.html
index 66dafe4..f4d6063 100644
--- a/content/docs/model-zoo-imagenet-densenet/index.html
+++ b/content/docs/3.2.0/model-zoo-imagenet-densenet/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert DenseNet on <a href="https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py">PyTorch</a> to SINGA for image classification.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-googlenet.html b/content/docs/3.2.0/model-zoo-imagenet-googlenet.html
similarity index 89%
copy from content/docs/model-zoo-imagenet-googlenet.html
copy to content/docs/3.2.0/model-zoo-imagenet-googlenet.html
index 375f351..eabbaf4 100644
--- a/content/docs/model-zoo-imagenet-googlenet.html
+++ b/content/docs/3.2.0/model-zoo-imagenet-googlenet.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert GoogleNet trained on Caffe to SINGA for image classification. Tested on <a href="https://github.com/apache/singa/commit/8c990f7da2de220e8a012c6a8ecc897dc7532744">SINGA commit</a> with <a href="https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz">the parameters</a>.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-googlenet/index.html b/content/docs/3.2.0/model-zoo-imagenet-googlenet/index.html
similarity index 89%
copy from content/docs/model-zoo-imagenet-googlenet/index.html
copy to content/docs/3.2.0/model-zoo-imagenet-googlenet/index.html
index 375f351..eabbaf4 100644
--- a/content/docs/model-zoo-imagenet-googlenet/index.html
+++ b/content/docs/3.2.0/model-zoo-imagenet-googlenet/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert GoogleNet trained on Caffe to SINGA for image classification. Tested on <a href="https://github.com/apache/singa/commit/8c990f7da2de220e8a012c6a8ecc897dc7532744">SINGA commit</a> with <a href="https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz">the parameters</a>.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-inception.html b/content/docs/3.2.0/model-zoo-imagenet-inception.html
similarity index 87%
copy from content/docs/model-zoo-imagenet-inception.html
copy to content/docs/3.2.0/model-zoo-imagenet-inception.html
index a5c7322..7aefa55 100644
--- a/content/docs/model-zoo-imagenet-inception.html
+++ b/content/docs/3.2.0/model-zoo-imagenet-inception.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert Inception V4 trained on Tensorflow to SINGA for image classification. Tested on SINGA version 1.1.1 with <a href="https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz">parameters pretrained by tensorflow</a>.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-inception/index.html b/content/docs/3.2.0/model-zoo-imagenet-inception/index.html
similarity index 87%
copy from content/docs/model-zoo-imagenet-inception/index.html
copy to content/docs/3.2.0/model-zoo-imagenet-inception/index.html
index a5c7322..7aefa55 100644
--- a/content/docs/model-zoo-imagenet-inception/index.html
+++ b/content/docs/3.2.0/model-zoo-imagenet-inception/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert Inception V4 trained on Tensorflow to SINGA for image classification. Tested on SINGA version 1.1.1 with <a href="https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz">parameters pretrained by tensorflow</a>.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-resnet.html b/content/docs/3.2.0/model-zoo-imagenet-resnet.html
similarity index 89%
copy from content/docs/model-zoo-imagenet-resnet.html
copy to content/docs/3.2.0/model-zoo-imagenet-resnet.html
index 7da2ebd..95a4fcf 100644
--- a/content/docs/model-zoo-imagenet-resnet.html
+++ b/content/docs/3.2.0/model-zoo-imagenet-resnet.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert Residual Networks trained on <a href="https://github.com/facebook/fb.resnet.torch">Torch</a> to SINGA for image classification. Tested with the <a href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz">parameters pretrained by Torch</a></p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-resnet/index.html b/content/docs/3.2.0/model-zoo-imagenet-resnet/index.html
similarity index 89%
copy from content/docs/model-zoo-imagenet-resnet/index.html
copy to content/docs/3.2.0/model-zoo-imagenet-resnet/index.html
index 7da2ebd..95a4fcf 100644
--- a/content/docs/model-zoo-imagenet-resnet/index.html
+++ b/content/docs/3.2.0/model-zoo-imagenet-resnet/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert Residual Networks trained on <a href="https://github.com/facebook/fb.resnet.torch">Torch</a> to SINGA for image classification. Tested with the <a href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz">parameters pretrained by Torch</a></p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-vgg.html b/content/docs/3.2.0/model-zoo-imagenet-vgg.html
similarity index 89%
copy from content/docs/model-zoo-imagenet-vgg.html
copy to content/docs/3.2.0/model-zoo-imagenet-vgg.html
index f5744a8..0123030 100644
--- a/content/docs/model-zoo-imagenet-vgg.html
+++ b/content/docs/3.2.0/model-zoo-imagenet-vgg.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert VGG on <a href="https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py">PyTorch</a> to SINGA for image classification.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-imagenet-vgg/index.html b/content/docs/3.2.0/model-zoo-imagenet-vgg/index.html
similarity index 89%
copy from content/docs/model-zoo-imagenet-vgg/index.html
copy to content/docs/3.2.0/model-zoo-imagenet-vgg/index.html
index f5744a8..0123030 100644
--- a/content/docs/model-zoo-imagenet-vgg/index.html
+++ b/content/docs/3.2.0/model-zoo-imagenet-vgg/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>In this example, we convert VGG on <a href="https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py">PyTorch</a> to SINGA for image classification.</p>
<h2><a class="anchor" aria-hidden="true" id="instructions"></a><a href="#instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<blockquote>
diff --git a/content/docs/model-zoo-rbm-mnist.html b/content/docs/3.2.0/model-zoo-rbm-mnist.html
similarity index 85%
copy from content/docs/model-zoo-rbm-mnist.html
copy to content/docs/3.2.0/model-zoo-rbm-mnist.html
index 767cc8a..a9b62f8 100644
--- a/content/docs/model-zoo-rbm-mnist.html
+++ b/content/docs/3.2.0/model-zoo-rbm-mnist.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>This example is to train an RBM model using the MNIST dataset. The RBM model and its hyper-parameters are set following <a href="http://www.cs.toronto.edu/~hinton/science.pdf">Hinton's paper</a></p>
<h2><a class="anchor" aria-hidden="true" id="running-instructions"></a><a href="#running-instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1 [...]
<h3><a class="anchor" aria-hidden="true" id="download"></a><a href="#download" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
diff --git a/content/docs/model-zoo-rbm-mnist/index.html b/content/docs/3.2.0/model-zoo-rbm-mnist/index.html
similarity index 85%
copy from content/docs/model-zoo-rbm-mnist/index.html
copy to content/docs/3.2.0/model-zoo-rbm-mnist/index.html
index 767cc8a..a9b62f8 100644
--- a/content/docs/model-zoo-rbm-mnist/index.html
+++ b/content/docs/3.2.0/model-zoo-rbm-mnist/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>This example is to train an RBM model using the MNIST dataset. The RBM model and its hyper-parameters are set following <a href="http://www.cs.toronto.edu/~hinton/science.pdf">Hinton's paper</a></p>
<h2><a class="anchor" aria-hidden="true" id="running-instructions"></a><a href="#running-instructions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1 [...]
<h3><a class="anchor" aria-hidden="true" id="download"></a><a href="#download" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
diff --git a/content/docs/onnx.html b/content/docs/3.2.0/onnx.html
similarity index 86%
copy from content/docs/onnx.html
copy to content/docs/3.2.0/onnx.html
index 98dade7..8e549b9 100644
--- a/content/docs/onnx.html
+++ b/content/docs/3.2.0/onnx.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -423,7 +423,7 @@ layers.</p>
<h3><a class="anchor" aria-hidden="true" id="sonnxmodel"></a><a href="#sonnxmodel" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<p><code>SONNXModel</code> inherits from <code>sonnx.SONNXModel</code> and implements the method
<code>forward</code> to provide a unified API with other SINGA models.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 1/11/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-headings"><li><a [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 1/11/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.2.0/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-head [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/onnx/index.html b/content/docs/3.2.0/onnx/index.html
similarity index 86%
copy from content/docs/onnx/index.html
copy to content/docs/3.2.0/onnx/index.html
index 98dade7..8e549b9 100644
--- a/content/docs/onnx/index.html
+++ b/content/docs/3.2.0/onnx/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -423,7 +423,7 @@ layers.</p>
<h3><a class="anchor" aria-hidden="true" id="sonnxmodel"></a><a href="#sonnxmodel" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
<p><code>SONNXModel</code> inherits from <code>sonnx.SONNXModel</code> and implements the method
<code>forward</code> to provide a unified API with other SINGA models.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 1/11/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-headings"><li><a [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 1/11/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/graph"><span class="arrow-prev">← </span><span>Model</span></a><a class="docs-next button" href="/docs/3.2.0/dist-train"><span>Distributed Training</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#general-usage">General usage</a><ul class="toc-head [...]
The Apache Software Foundation. All rights reserved.
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diff --git a/content/docs/optimizer.html b/content/docs/3.2.0/optimizer.html
similarity index 74%
copy from content/docs/optimizer.html
copy to content/docs/3.2.0/optimizer.html
index 877f817..df1e876 100644
--- a/content/docs/optimizer.html
+++ b/content/docs/3.2.0/optimizer.html
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)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
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@@ -165,7 +165,7 @@ the optimizer.</p>
<span class="hljs-comment"># Training with one batch</span>
out, loss = model(tx, ty)
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/7/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#create-an-optimizer">Create an optimizer</a></li><li><a href="#create-a-decay- [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/7/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.2.0/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#create-an-optimizer">Create an optimizer</a></li><li><a href="#cre [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/optimizer/index.html b/content/docs/3.2.0/optimizer/index.html
similarity index 74%
copy from content/docs/optimizer/index.html
copy to content/docs/3.2.0/optimizer/index.html
index 877f817..df1e876 100644
--- a/content/docs/optimizer/index.html
+++ b/content/docs/3.2.0/optimizer/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
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- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
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for (var i = 0; i < coll.length; i++) {
@@ -165,7 +165,7 @@ the optimizer.</p>
<span class="hljs-comment"># Training with one batch</span>
out, loss = model(tx, ty)
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/7/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#create-an-optimizer">Create an optimizer</a></li><li><a href="#create-a-decay- [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/7/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/autograd"><span class="arrow-prev">← </span><span>Autograd</span></a><a class="docs-next button" href="/docs/3.2.0/graph"><span>Model</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#create-an-optimizer">Create an optimizer</a></li><li><a href="#cre [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/releases/RELEASE_NOTES_0.1.0.html b/content/docs/3.2.0/releases/RELEASE_NOTES_0.1.0.html
similarity index 89%
copy from content/docs/releases/RELEASE_NOTES_0.1.0.html
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index 0d8e67f..348546a 100644
--- a/content/docs/releases/RELEASE_NOTES_0.1.0.html
+++ b/content/docs/3.2.0/releases/RELEASE_NOTES_0.1.0.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
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similarity index 89%
copy from content/docs/releases/RELEASE_NOTES_0.1.0/index.html
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index 0d8e67f..348546a 100644
--- a/content/docs/releases/RELEASE_NOTES_0.1.0/index.html
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- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
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- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
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)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets. It is designed with an intuitive
programming model based on the layer abstraction. SINGA supports a wide variety
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)
});
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
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)
});
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
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similarity index 84%
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a general distributed deep learning platform for training big deep
learning models over large datasets.</p>
<p>This release includes following features:</p>
diff --git a/content/docs/releases/RELEASE_NOTES_3.0.0.html b/content/docs/3.2.0/releases/RELEASE_NOTES_3.0.0.html
similarity index 88%
copy from content/docs/releases/RELEASE_NOTES_3.0.0.html
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@@ -4,7 +4,7 @@
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)
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a distributed deep learning library.</p>
<p>This release includes following changes:</p>
<ul>
diff --git a/content/docs/releases/RELEASE_NOTES_3.0.0.rc1.html b/content/docs/3.2.0/releases/RELEASE_NOTES_3.0.0.rc1.html
similarity index 88%
copy from content/docs/releases/RELEASE_NOTES_3.0.0.rc1.html
copy to content/docs/3.2.0/releases/RELEASE_NOTES_3.0.0.rc1.html
index 5794187..7374994 100644
--- a/content/docs/releases/RELEASE_NOTES_3.0.0.rc1.html
+++ b/content/docs/3.2.0/releases/RELEASE_NOTES_3.0.0.rc1.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Release Notes - SINGA - Version singa-3.0.0.rc1</p>
<p>SINGA is a distributed deep learning library.</p>
<p>This release includes following changes:</p>
diff --git a/content/docs/releases/RELEASE_NOTES_3.0.0.rc1/index.html b/content/docs/3.2.0/releases/RELEASE_NOTES_3.0.0.rc1/index.html
similarity index 88%
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index 5794187..7374994 100644
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@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>Release Notes - SINGA - Version singa-3.0.0.rc1</p>
<p>SINGA is a distributed deep learning library.</p>
<p>This release includes following changes:</p>
diff --git a/content/docs/releases/RELEASE_NOTES_3.0.0/index.html b/content/docs/3.2.0/releases/RELEASE_NOTES_3.0.0/index.html
similarity index 88%
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@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a distributed deep learning library.</p>
<p>This release includes following changes:</p>
<ul>
diff --git a/content/docs/releases/RELEASE_NOTES_3.1.0.html b/content/docs/3.2.0/releases/RELEASE_NOTES_3.1.0.html
similarity index 83%
copy from content/docs/releases/RELEASE_NOTES_3.1.0.html
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@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a distributed deep learning library.</p>
<p>This release includes following changes:</p>
<ul>
diff --git a/content/docs/releases/RELEASE_NOTES_3.1.0/index.html b/content/docs/3.2.0/releases/RELEASE_NOTES_3.1.0/index.html
similarity index 83%
copy from content/docs/releases/RELEASE_NOTES_3.1.0/index.html
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index 0e935a0..172cc04 100644
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@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a distributed deep learning library.</p>
<p>This release includes following changes:</p>
<ul>
diff --git a/content/docs/releases/RELEASE_NOTES_3.2.0.html b/content/docs/3.2.0/releases/RELEASE_NOTES_3.2.0.html
similarity index 83%
copy from content/docs/releases/RELEASE_NOTES_3.2.0.html
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@@ -4,7 +4,7 @@
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)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a distributed deep learning library.</p>
<p>This release includes following changes:</p>
<ul>
diff --git a/content/docs/releases/RELEASE_NOTES_3.2.0.rc1.html b/content/docs/3.2.0/releases/RELEASE_NOTES_3.2.0.rc1.html
similarity index 83%
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@@ -4,7 +4,7 @@
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)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a distributed deep learning library.</p>
<p>This release includes following changes:</p>
<ul>
diff --git a/content/docs/releases/RELEASE_NOTES_3.2.0.rc1/index.html b/content/docs/3.2.0/releases/RELEASE_NOTES_3.2.0.rc1/index.html
similarity index 83%
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@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a distributed deep learning library.</p>
<p>This release includes following changes:</p>
<ul>
diff --git a/content/docs/releases/RELEASE_NOTES_3.2.0/index.html b/content/docs/3.2.0/releases/RELEASE_NOTES_3.2.0/index.html
similarity index 83%
copy from content/docs/releases/RELEASE_NOTES_3.2.0/index.html
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index b56c2dd..3987ff0 100644
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@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<p>SINGA is a distributed deep learning library.</p>
<p>This release includes following changes:</p>
<ul>
diff --git a/content/docs/security.html b/content/docs/3.2.0/security.html
similarity index 68%
copy from content/docs/security.html
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
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@@ -63,7 +63,7 @@
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
<p>Users can report security vulnerabilities to
<a href="mailto:security@singa.apache.org">SINGA Security Team Mail List</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" clas [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.2.0/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a h [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/security/index.html b/content/docs/3.2.0/security/index.html
similarity index 68%
copy from content/docs/security/index.html
copy to content/docs/3.2.0/security/index.html
index 92de3c6..865d69c 100644
--- a/content/docs/security/index.html
+++ b/content/docs/3.2.0/security/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -63,7 +63,7 @@
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/security.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Security</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
<p>Users can report security vulnerabilities to
<a href="mailto:security@singa.apache.org">SINGA Security Team Mail List</a></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" clas [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/issue-tracking"><span class="arrow-prev">← </span><span>Issue Tracking</span></a><a class="docs-next button" href="/docs/3.2.0/team-list"><span>The SINGA Team</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a h [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/software-stack.html b/content/docs/3.2.0/software-stack.html
similarity index 79%
copy from content/docs/software-stack.html
copy to content/docs/3.2.0/software-stack.html
index b9b59d9..a80d17b 100644
--- a/content/docs/software-stack.html
+++ b/content/docs/3.2.0/software-stack.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -182,7 +182,7 @@ apply the memory and speed optimization techniques over the computational graph.
<li>SingaBackend for loading onnx format model into SINGA for training and
inference.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class="toc-headings [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.2.0/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class=" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/software-stack/index.html b/content/docs/3.2.0/software-stack/index.html
similarity index 79%
copy from content/docs/software-stack/index.html
copy to content/docs/3.2.0/software-stack/index.html
index b9b59d9..a80d17b 100644
--- a/content/docs/software-stack/index.html
+++ b/content/docs/3.2.0/software-stack/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -182,7 +182,7 @@ apply the memory and speed optimization techniques over the computational graph.
<li>SingaBackend for loading onnx format model into SINGA for training and
inference.</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class="toc-headings [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/installation"><span class="arrow-prev">← </span><span>Installation</span></a><a class="docs-next button" href="/docs/3.2.0/examples"><span>Examples</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#low-level-backend">Low-level Backend</a><ul class=" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/source-repository.html b/content/docs/3.2.0/source-repository.html
similarity index 71%
copy from content/docs/source-repository.html
copy to content/docs/3.2.0/source-repository.html
index 76f0ded..aad5563 100644
--- a/content/docs/source-repository.html
+++ b/content/docs/3.2.0/source-repository.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -75,7 +75,7 @@ Instructions on Git use can be found at <a href="http://git-scm.com/documentatio
<p>The code can be cloned from either repo, e.g.,</p>
<pre><code class="hljs">git clone https://github.com/apache/singa.git
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.2.0/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/sing [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/source-repository/index.html b/content/docs/3.2.0/source-repository/index.html
similarity index 71%
copy from content/docs/source-repository/index.html
copy to content/docs/3.2.0/source-repository/index.html
index 76f0ded..aad5563 100644
--- a/content/docs/source-repository/index.html
+++ b/content/docs/3.2.0/source-repository/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -75,7 +75,7 @@ Instructions on Git use can be found at <a href="http://git-scm.com/documentatio
<p>The code can be cloned from either repo, e.g.,</p>
<pre><code class="hljs">git clone https://github.com/apache/singa.git
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.2.0/mail-lists"><span>Project Mailing Lists</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#repository">Repository</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/sing [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/team-list.html b/content/docs/3.2.0/team-list.html
similarity index 78%
copy from content/docs/team-list.html
copy to content/docs/3.2.0/team-list.html
index 1940b6a..0c625ee 100644
--- a/content/docs/team-list.html
+++ b/content/docs/3.2.0/team-list.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -121,7 +121,7 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
<tr><td>Chang Yao</td><td><a href="mailto:yaochang2009@gmail.com">yaochang2009@gmail.com</a></td><td>Hangzhou MZH Technologies</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 3/7/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Committers</a></ [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 3/7/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.2.0/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Comm [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/team-list/index.html b/content/docs/3.2.0/team-list/index.html
similarity index 78%
copy from content/docs/team-list/index.html
copy to content/docs/3.2.0/team-list/index.html
index 1940b6a..0c625ee 100644
--- a/content/docs/team-list/index.html
+++ b/content/docs/3.2.0/team-list/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -121,7 +121,7 @@ Zhejiang University, NetEase, Osaka University, yzBigData, etc.</p>
<tr><td>Chang Yao</td><td><a href="mailto:yaochang2009@gmail.com">yaochang2009@gmail.com</a></td><td>Hangzhou MZH Technologies</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 3/7/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Committers</a></ [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 3/7/2021</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/security"><span class="arrow-prev">← </span><span>Security</span></a><a class="docs-next button" href="/docs/3.2.0/history-singa"><span>History of SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#pmc">PMC</a></li><li><a href="#committers">Comm [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/tensor.html b/content/docs/3.2.0/tensor.html
similarity index 84%
copy from content/docs/tensor.html
copy to content/docs/3.2.0/tensor.html
index 79891bd..25f5b1e 100644
--- a/content/docs/tensor.html
+++ b/content/docs/3.2.0/tensor.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -275,7 +275,7 @@ generated function in <code>singa_wrap.py</code></li>
<p><em>work in progress</em></p>
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p><em>work in progress</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a href="#create [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.2.0/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a h [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
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diff --git a/content/docs/tensor/index.html b/content/docs/3.2.0/tensor/index.html
similarity index 84%
copy from content/docs/tensor/index.html
copy to content/docs/3.2.0/tensor/index.html
index 79891bd..25f5b1e 100644
--- a/content/docs/tensor/index.html
+++ b/content/docs/3.2.0/tensor/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -275,7 +275,7 @@ generated function in <code>singa_wrap.py</code></li>
<p><em>work in progress</em></p>
<h2><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
<p><em>work in progress</em></p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a href="#create [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/18/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/device"><span class="arrow-prev">← </span><span>Device</span></a><a class="docs-next button" href="/docs/3.2.0/autograd"><span>Autograd</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#tensor-usage">Tensor Usage</a><ul class="toc-headings"><li><a h [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/time-profiling.html b/content/docs/3.2.0/time-profiling.html
similarity index 82%
copy from content/docs/time-profiling.html
copy to content/docs/3.2.0/time-profiling.html
index 52434b4..b97f994 100644
--- a/content/docs/time-profiling.html
+++ b/content/docs/3.2.0/time-profiling.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -207,7 +207,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/half-precision"><span>Half Precision</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#setup-the-time-profiling-verbosity">Setup the [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.2.0/half-precision"><span>Half Precision</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#setup-the-time-profiling-verbosit [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/time-profiling/index.html b/content/docs/3.2.0/time-profiling/index.html
similarity index 82%
copy from content/docs/time-profiling/index.html
copy to content/docs/3.2.0/time-profiling/index.html
index 52434b4..b97f994 100644
--- a/content/docs/time-profiling/index.html
+++ b/content/docs/3.2.0/time-profiling/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -207,7 +207,7 @@ Backward Propagation <span class="hljs-built_in">Time</span> <span class="hljs-s
<span class="hljs-string">.</span>
<span class="hljs-string">.</span>
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/half-precision"><span>Half Precision</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#setup-the-time-profiling-verbosity">Setup the [...]
+</span></div></article></div><div class="docLastUpdate"><em>Last updated on 9/27/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.2.0/dist-train"><span class="arrow-prev">← </span><span>Distributed Training</span></a><a class="docs-next button" href="/docs/3.2.0/half-precision"><span>Half Precision</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#setup-the-time-profiling-verbosit [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0/wheel-cpu-dev.html b/content/docs/3.2.0/wheel-cpu-dev.html
similarity index 97%
copy from content/docs/3.0.0/wheel-cpu-dev.html
copy to content/docs/3.2.0/wheel-cpu-dev.html
index f3383bf..f791b7d 100644
--- a/content/docs/3.0.0/wheel-cpu-dev.html
+++ b/content/docs/3.2.0/wheel-cpu-dev.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>CPU only (dev version) · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding co [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>CPU only (dev version) · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding co [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="300dev200720"></a><a href="#300dev200720" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<ul>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp36-cp36m-manylinux2014_x86_64.whl">Python 3.6</a></li>
diff --git a/content/docs/3.0.0/wheel-cpu-dev/index.html b/content/docs/3.2.0/wheel-cpu-dev/index.html
similarity index 97%
copy from content/docs/3.0.0/wheel-cpu-dev/index.html
copy to content/docs/3.2.0/wheel-cpu-dev/index.html
index f3383bf..f791b7d 100644
--- a/content/docs/3.0.0/wheel-cpu-dev/index.html
+++ b/content/docs/3.2.0/wheel-cpu-dev/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>CPU only (dev version) · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding co [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>CPU only (dev version) · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding co [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="300dev200720"></a><a href="#300dev200720" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<ul>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720-cp36-cp36m-manylinux2014_x86_64.whl">Python 3.6</a></li>
diff --git a/content/docs/wheel-cpu.html b/content/docs/3.2.0/wheel-cpu.html
similarity index 85%
copy from content/docs/wheel-cpu.html
copy to content/docs/3.2.0/wheel-cpu.html
index b3f724d..2ac3af7 100644
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@@ -4,7 +4,7 @@
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)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="320"></a><a href="#320" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
<ul>
<li><a href="https://www.comp.nus.edu.sg/~dbsystem/wheelhouse/singa-3.2.0-cp36-cp36m-manylinux2014_x86_64.whl">Python 3.6</a></li>
diff --git a/content/docs/wheel-cpu/index.html b/content/docs/3.2.0/wheel-cpu/index.html
similarity index 85%
copy from content/docs/wheel-cpu/index.html
copy to content/docs/3.2.0/wheel-cpu/index.html
index b3f724d..2ac3af7 100644
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{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="320"></a><a href="#320" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
<ul>
<li><a href="https://www.comp.nus.edu.sg/~dbsystem/wheelhouse/singa-3.2.0-cp36-cp36m-manylinux2014_x86_64.whl">Python 3.6</a></li>
diff --git a/content/docs/3.0.0/wheel-gpu-dev.html b/content/docs/3.2.0/wheel-gpu-dev.html
similarity index 97%
copy from content/docs/3.0.0/wheel-gpu-dev.html
copy to content/docs/3.2.0/wheel-gpu-dev.html
index e9ca379..54e8a10 100644
--- a/content/docs/3.0.0/wheel-gpu-dev.html
+++ b/content/docs/3.2.0/wheel-gpu-dev.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>CUDA enabled (dev version) · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regardin [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>CUDA enabled (dev version) · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regardin [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
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<h2><a class="anchor" aria-hidden="true" id="300dev200720"></a><a href="#300dev200720" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<ul>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp36-cp36m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.6</a></li>
diff --git a/content/docs/3.0.0/wheel-gpu-dev/index.html b/content/docs/3.2.0/wheel-gpu-dev/index.html
similarity index 97%
copy from content/docs/3.0.0/wheel-gpu-dev/index.html
copy to content/docs/3.2.0/wheel-gpu-dev/index.html
index e9ca379..54e8a10 100644
--- a/content/docs/3.0.0/wheel-gpu-dev/index.html
+++ b/content/docs/3.2.0/wheel-gpu-dev/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>CUDA enabled (dev version) · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regardin [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>CUDA enabled (dev version) · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regardin [...]
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="300dev200720"></a><a href="#300dev200720" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
<ul>
<li><a href="https://singa-wheel.s3-ap-southeast-1.amazonaws.com/singa-3.0.0.dev200720%2Bcuda10.2-cp36-cp36m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.6</a></li>
diff --git a/content/docs/wheel-gpu.html b/content/docs/3.2.0/wheel-gpu.html
similarity index 86%
copy from content/docs/wheel-gpu.html
copy to content/docs/3.2.0/wheel-gpu.html
index b1e2c44..2e3902d 100644
--- a/content/docs/wheel-gpu.html
+++ b/content/docs/3.2.0/wheel-gpu.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="320"></a><a href="#320" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
<ul>
<li><a href="https://www.comp.nus.edu.sg/~dbsystem/wheelhouse/singa-3.2.0+cuda10.2-cp36-cp36m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.6</a></li>
diff --git a/content/docs/wheel-gpu/index.html b/content/docs/3.2.0/wheel-gpu/index.html
similarity index 86%
copy from content/docs/wheel-gpu/index.html
copy to content/docs/3.2.0/wheel-gpu/index.html
index b1e2c44..2e3902d 100644
--- a/content/docs/wheel-gpu/index.html
+++ b/content/docs/3.2.0/wheel-gpu/index.html
@@ -4,7 +4,7 @@
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
<h2><a class="anchor" aria-hidden="true" id="320"></a><a href="#320" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
<ul>
<li><a href="https://www.comp.nus.edu.sg/~dbsystem/wheelhouse/singa-3.2.0+cuda10.2-cp36-cp36m-manylinux2014_x86_64.whl">CUDA10.2, cuDNN 7.6.5, Python 3.6</a></li>
diff --git a/content/docs/autograd.html b/content/docs/3.3.0_Chinese/autograd.html
similarity index 51%
copy from content/docs/autograd.html
copy to content/docs/3.3.0_Chinese/autograd.html
index 1df1fd3..40c3da9 100644
--- a/content/docs/autograd.html
+++ b/content/docs/3.3.0_Chinese/autograd.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Autograd · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright owners [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Autograd · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright owners [...]
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- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
var coll = document.getElementsByClassName('collapsible');
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@@ -61,75 +61,35 @@
}
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/autograd.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Autograd</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
-<p>There are two typical ways to implement autograd, via symbolic differentiation
-like <a href="http://deeplearning.net/software/theano/index.html">Theano</a> or reverse
-differentiation like
-<a href="https://pytorch.org/docs/stable/notes/autograd.html">Pytorch</a>. SINGA follows
-Pytorch way, which records the computation graph and apply the backward
-propagation automatically after forward propagation. The autograd algorithm is
-explained in details
-<a href="https://pytorch.org/docs/stable/notes/autograd.html">here</a>. We explain the
-relevant modules in Singa and give an example to illustrate the usage.</p>
-<h2><a class="anchor" aria-hidden="true" id="relevant-modules"></a><a href="#relevant-modules" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
-<p>There are three classes involved in autograd, namely <code>singa.tensor.Tensor</code>,
-<code>singa.autograd.Operation</code>, and <code>singa.autograd.Layer</code>. In the rest of this
-article, we use tensor, operation and layer to refer to an instance of the
-respective class.</p>
+<p>实现autograd有两种典型的方式，一种是通过如<a href="http://deeplearning.net/software/theano/index.html">Theano</a>的符号微分（symbolic differentiation）或通过如<a href="https://pytorch.org/docs/stable/notes/autograd.html">Pytorch</a>的反向微分（reverse differentialtion）。SINGA遵循Pytorch方式，即通过记录计算图，并在正向传播后自动应用反向传播。自动传播算法的详细解释请参阅<a href="https://pytorch.org/docs/stable/notes/autograd.html">这里</a>。我们接下来对SINGA中的相关模块进行解释，并举例说明其使用方法。</p>
+<h2><a class="anchor" aria-hidden="true" id="相关模块"></a><a href="#相关模块" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<p>在autograd中涉及三个类，分别是<code>singa.tensor.Tensor</code>，<code>singa.autograd.Operation</code>和<code>singa.autograd.Layer</code>。在本篇的后续部分中，我们使用Tensor、Operation和Layer来指代这三个类。</p>
<h3><a class="anchor" aria-hidden="true" id="tensor"></a><a href="#tensor" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2. [...]
-<p>Three attributes of Tensor are used by autograd,</p>
+<p>Tensor的三个属性被autograd使用：</p>
<ul>
-<li><code>.creator</code> is an <code>Operation</code> instance. It records the operation that generates
-the Tensor instance.</li>
-<li><code>.requires_grad</code> is a boolean variable. It is used to indicate that the
-autograd algorithm needs to compute the gradient of the tensor (i.e., the
-owner). For example, during backpropagation, the gradients of the tensors for
-the weight matrix of a linear layer and the feature maps of a convolution
-layer (not the bottom layer) should be computed.</li>
-<li><code>.stores_grad</code> is a boolean variable. It is used to indicate that the gradient
-of the owner tensor should be stored and output by the backward function. For
-example, the gradient of the feature maps is computed during backpropagation,
-but is not included in the output of the backward function.</li>
+<li><code>.creator</code>是一个<code>Operation</code>实例。它记录了产生Tensor实例的这个操作。</li>
+<li><code>.request_grad</code>是一个布尔变量。它用于指示autograd算法是否需要计算张量的梯度。例如，在反向传播的过程中，线性层的权重矩阵和卷积层（非底层）的特征图的张量梯度应该被计算。</li>
+<li><code>.store_grad</code>是一个布尔变量。它用于指示张量的梯度是否应该被存储并由后向函数输出。例如，特征图的梯度是在反向传播过程中计算出来的，但不包括在反向函数的输出中。</li>
</ul>
-<p>Programmers can change <code>requires_grad</code> and <code>stores_grad</code> of a Tensor instance.
-For example, if later is set to True, the corresponding gradient is included in
-the output of the backward function. It should be noted that if <code>stores_grad</code> is
-True, then <code>requires_grad</code> must be true, not vice versa.</p>
+<p>开发者可以改变Tensor实例的<code>requires_grad</code>和<code>stores_grad</code>。例如，如果将后者设置为True，那么相应的梯度就会被包含在后向函数的输出。需要注意的是，如果<code>stores_grad</code>是True，那么 <code>requires_grad</code>一定是真，反之亦然。</p>
<h3><a class="anchor" aria-hidden="true" id="operation"></a><a href="#operation" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.6 [...]
-<p>It takes one or more <code>Tensor</code> instances as input, and then outputs one or more
-<code>Tensor</code> instances. For example, ReLU can be implemented as a specific Operation
-subclass. When an <code>Operation</code> instance is called (after instantiation), the
-following two steps are executed:</p>
-<ol>
-<li>record the source operations, i.e., the <code>creator</code>s of the input tensors.</li>
-<li>do calculation by calling member function <code>.forward()</code></li>
-</ol>
-<p>There are two member functions for forwarding and backwarding, i.e.,
-<code>.forward()</code> and <code>.backward()</code>. They take <code>Tensor.data</code> as inputs (the type is
-<code>CTensor</code>), and output <code>Ctensor</code>s. To add a specific operation, subclass
-<code>operation</code> should implement their own <code>.forward()</code> and <code>.backward()</code>. The
-<code>backward()</code> function is called by the <code>backward()</code> function of autograd
-automatically during backward propogation to compute the gradients of inputs
-(according to the <code>require_grad</code> field).</p>
+<p>它将一个或多个<code>Tensor</code>实例作为输入，然后输出一个或多个<code>Tensor</code>实例。例如，ReLU可以作为一个具体的Operation子类来实现。当一个<code>Operation</code>实例被调用时（实例化后），会执行以下两个步骤。</p>
+<p>1.记录源操作，即输入张量的<code>创建者</code>。
+2.通过调用成员函数<code>.forward()</code>进行计算。</p>
+<p>有两个成员函数用于前向和反向传播，即<code>.forward()</code>和<code>.backward()</code>。它们以<code>Tensor.data</code>作为输入（类型为<code>CTensor</code>），并输出<code>Ctensor</code>s。要添加一个特定的操作，子类<code>Operation</code>应该实现自己的<code>.forward()</code>和<code>.backward()</code>函数。在后向传播过程中，autograd的<code>backward()</code>函数会自动调用<code>backward()</code>函数来计算输入的梯度（根据<code>require_grad</code>字段的参数和约束）。</p>
<h3><a class="anchor" aria-hidden="true" id="layer"></a><a href="#layer" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
-<p>For those operations that require parameters, we package them into a new class,
-<code>Layer</code>. For example, convolution operation is wrapped into a convolution layer.
-<code>Layer</code> manages (stores) the parameters and calls the corresponding <code>Operation</code>s
-to implement the transformation.</p>
-<h2><a class="anchor" aria-hidden="true" id="examples"></a><a href="#examples" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
-<p>Multiple examples are provided in the
-<a href="https://github.com/apache/singa/tree/master/examples/autograd">example folder</a>.
-We explain two representative examples here.</p>
-<h3><a class="anchor" aria-hidden="true" id="operation-only"></a><a href="#operation-only" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0- [...]
-<p>The following codes implement a MLP model using only Operation instances (no
-Layer instances).</p>
-<h4><a class="anchor" aria-hidden="true" id="import-packages"></a><a href="#import-packages" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 [...]
+<p>对于那些需要参数的Operation，我们把它们封装成一个新的类，<code>Layer</code>。例如，卷积操作被封装到卷积层(Convolution layer)中。<code>层</code>管理（存储）参数，并调用相应的<code>Operation</code>来实现变换。</p>
+<h2><a class="anchor" aria-hidden="true" id="样例"></a><a href="#样例" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c [...]
+<p>在<a href="https://github.com/apache/singa/tree/master/examples/autograd">example folder</a>中提供了很多样例。在这里我我们分析两个最具代表性的例子。</p>
+<h3><a class="anchor" aria-hidden="true" id="只使用operation"></a><a href="#只使用operation" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
+<p>下一段代码展示了一个只使用<code>Operation</code>的多层感知机（MLP）模型：</p>
+<h4><a class="anchor" aria-hidden="true" id="调用依赖包"></a><a href="#调用依赖包" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
<pre><code class="hljs css language-python"><span class="hljs-keyword">from</span> singa.tensor <span class="hljs-keyword">import</span> Tensor
<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> autograd
<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> opt
</code></pre>
-<h4><a class="anchor" aria-hidden="true" id="create-weight-matrix-and-bias-vector"></a><a href="#create-weight-matrix-and-bias-vector" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 [...]
-<p>The parameter tensors are created with both <code>requires_grad</code> and <code>stores_grad</code>
-set to <code>True</code>.</p>
+<h4><a class="anchor" aria-hidden="true" id="创建权重矩阵和偏置向量"></a><a href="#创建权重矩阵和偏置向量" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42 [...]
+<p>在将<code>requires_grad</code>和<code>stores_grad</code>都设置为<code>True</code>的情况下，创建参数张量。</p>
<pre><code class="hljs css language-python">w0 = Tensor(shape=(<span class="hljs-number">2</span>, <span class="hljs-number">3</span>), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
w0.gaussian(<span class="hljs-number">0.0</span>, <span class="hljs-number">0.1</span>)
b0 = Tensor(shape=(<span class="hljs-number">1</span>, <span class="hljs-number">3</span>), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
@@ -140,7 +100,7 @@ w1.gaussian(<span class="hljs-number">0.0</span>, <span class="hljs-number">0.1<
b1 = Tensor(shape=(<span class="hljs-number">1</span>, <span class="hljs-number">2</span>), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
b1.set_value(<span class="hljs-number">0.0</span>)
</code></pre>
-<h4><a class="anchor" aria-hidden="true" id="training"></a><a href="#training" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
+<h4><a class="anchor" aria-hidden="true" id="训练"></a><a href="#训练" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c [...]
<pre><code class="hljs css language-python">inputs = Tensor(data=data) <span class="hljs-comment"># data matrix</span>
target = Tensor(data=label) <span class="hljs-comment"># label vector</span>
autograd.training = <span class="hljs-literal">True</span> <span class="hljs-comment"># for training</span>
@@ -159,11 +119,9 @@ sgd = opt.SGD(<span class="hljs-number">0.05</span>) <span class="hljs-comment
<span class="hljs-keyword">for</span> p, g <span class="hljs-keyword">in</span> autograd.backward(loss):
sgd.update(p, g)
</code></pre>
-<h3><a class="anchor" aria-hidden="true" id="operation--layer"></a><a href="#operation--layer" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
-<p>The following
-<a href="https://github.com/apache/singa/blob/master/examples/autograd/mnist_cnn.py">example</a>
-implements a CNN model using layers provided by the autograd module.</p>
-<h4><a class="anchor" aria-hidden="true" id="create-the-layers"></a><a href="#create-the-layers" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
+<h3><a class="anchor" aria-hidden="true" id="使用operation和layer"></a><a href="#使用operation和layer" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
+<p>下面的<a href="https://github.com/apache/singa/blob/master/examples/autograd/mnist_cnn.py">例子</a>使用autograd模块提供的层实现了一个CNN模型。</p>
+<h4><a class="anchor" aria-hidden="true" id="创建层"></a><a href="#创建层" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
<pre><code class="hljs css language-python">conv1 = autograd.Conv2d(<span class="hljs-number">1</span>, <span class="hljs-number">32</span>, <span class="hljs-number">3</span>, padding=<span class="hljs-number">1</span>, bias=<span class="hljs-literal">False</span>)
bn1 = autograd.BatchNorm2d(<span class="hljs-number">32</span>)
pooling1 = autograd.MaxPool2d(<span class="hljs-number">3</span>, <span class="hljs-number">1</span>, padding=<span class="hljs-number">1</span>)
@@ -173,9 +131,8 @@ bn2 = autograd.BatchNorm2d(<span class="hljs-number">32</span>)
linear = autograd.Linear(<span class="hljs-number">32</span> * <span class="hljs-number">28</span> * <span class="hljs-number">28</span>, <span class="hljs-number">10</span>)
pooling2 = autograd.AvgPool2d(<span class="hljs-number">3</span>, <span class="hljs-number">1</span>, padding=<span class="hljs-number">1</span>)
</code></pre>
-<h4><a class="anchor" aria-hidden="true" id="define-the-forward-function"></a><a href="#define-the-forward-function" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 1 [...]
-<p>The operations in the forward pass will be recorded automatically for backward
-propagation.</p>
+<h4><a class="anchor" aria-hidden="true" id="定义正向传播函数"></a><a href="#定义正向传播函数" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
+<p>在正向传播中的operations会被自动记录，用于反向传播。</p>
<pre><code class="hljs css language-python"><span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(x, t)</span>:</span>
<span class="hljs-comment"># x is the input data (a batch of images)</span>
<span class="hljs-comment"># t is the label vector (a batch of integers)</span>
@@ -197,7 +154,7 @@ propagation.</p>
loss = autograd.softmax_cross_entropy(y, t) <span class="hljs-comment"># operation</span>
<span class="hljs-keyword">return</span> loss, y
</code></pre>
-<h4><a class="anchor" aria-hidden="true" id="training-1"></a><a href="#training-1" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<h4><a class="anchor" aria-hidden="true" id="训练-1"></a><a href="#训练-1" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
<pre><code class="hljs css language-python">autograd.training = <span class="hljs-literal">True</span>
<span class="hljs-keyword">for</span> epoch <span class="hljs-keyword">in</span> range(epochs):
<span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(batch_number):
@@ -212,13 +169,9 @@ propagation.</p>
sgd.update(p, gp)
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="using-the-model-api"></a><a href="#using-the-model-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.2 [...]
-<p>The following <a href="https://github.com/apache/singa/blob/master/examples/cnn/model/cnn.py">example</a>
-implements a CNN model using the <a href="./graph">Model API</a>.</p>
-<h4><a class="anchor" aria-hidden="true" id="define-the-subclass-of-model"></a><a href="#define-the-subclass-of-model" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 [...]
-<p>Define the model class, it should be the subclass of Model. In this way, all
-operations used during the training phase will form a computational graph and
-will be analyzed. The operations in the graph will be scheduled and executed
-efficiently. Layers can also be included in the model class.</p>
+<p>下面的<a href="https://github.com/apache/singa/blob/master/examples/cnn/model/cnn.py">样例</a>使用<a href="./graph">Model API</a>实现了一个CNN模型。.</p>
+<h4><a class="anchor" aria-hidden="true" id="定义model的子类"></a><a href="#定义model的子类" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<p>定义模型类，它应该是Model的子类。只有这样，在训练阶段使用的所有操作才会形成一个计算图以便进行分析。图中的操作将被按时序规划并有效执行，模型类中也可以包含层。</p>
<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">MLP</span><span class="hljs-params">(model.Model)</span>:</span> <span class="hljs-comment"># the model is a subclass of Model</span>
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, data_size=<span class="hljs-number">10</span>, perceptron_size=<span class="hljs-number">100</span>, num_classes=<span class="hljs-number">10</span>)</span>:</span>
@@ -245,7 +198,7 @@ efficiently. Layers can also be included in the model class.</p>
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">set_optimizer</span><span class="hljs-params">(self, optimizer)</span>:</span> <span class="hljs-comment"># attach an optimizer</span>
self.optimizer = optimizer
</code></pre>
-<h4><a class="anchor" aria-hidden="true" id="training-2"></a><a href="#training-2" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<h4><a class="anchor" aria-hidden="true" id="训练-2"></a><a href="#训练-2" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
<pre><code class="hljs css language-python"><span class="hljs-comment"># create a model instance</span>
model = MLP()
<span class="hljs-comment"># initialize optimizer and attach it to the model</span>
@@ -269,14 +222,14 @@ model.compile([tx], is_train=<span class="hljs-literal">True</span>, use_graph=<
<span class="hljs-comment"># Training with one batch</span>
out, loss = model(tx, ty)
</code></pre>
-<h4><a class="anchor" aria-hidden="true" id="save-a-model-checkpoint"></a><a href="#save-a-model-checkpoint" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 [...]
+<h4><a class="anchor" aria-hidden="true" id="保存模型checkpoint"></a><a href="#保存模型checkpoint" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0- [...]
<pre><code class="hljs css language-python"><span class="hljs-comment"># define the path to save the checkpoint</span>
checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
<span class="hljs-comment"># save a checkpoint</span>
model.save_states(fpath=checkpointpath)
</code></pre>
-<h4><a class="anchor" aria-hidden="true" id="load-a-model-checkpoint"></a><a href="#load-a-model-checkpoint" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 [...]
+<h4><a class="anchor" aria-hidden="true" id="加载模型checkpoint"></a><a href="#加载模型checkpoint" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0- [...]
<pre><code class="hljs css language-python"><span class="hljs-comment"># define the path to load the checkpoint</span>
checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
@@ -286,10 +239,8 @@ checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
model.load_states(fpath=checkpointpath)
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
-<p>Refer
-<a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">here</a>
-for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/17/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a hr [...]
+<p>关于Python API的更多细节，请参考<a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">这里</a>。</p>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#相关模块">相关模块</a><ul class="toc-headings"><li><a href="#tensor">Tensor</a></li><li><a href="#operation">Operation</ [...]
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diff --git a/content/docs/autograd/index.html b/content/docs/3.3.0_Chinese/autograd/index.html
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@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Autograd · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright owners [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Autograd · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright owners [...]
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
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@@ -61,75 +61,35 @@
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</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/autograd.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Autograd</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
-<p>There are two typical ways to implement autograd, via symbolic differentiation
-like <a href="http://deeplearning.net/software/theano/index.html">Theano</a> or reverse
-differentiation like
-<a href="https://pytorch.org/docs/stable/notes/autograd.html">Pytorch</a>. SINGA follows
-Pytorch way, which records the computation graph and apply the backward
-propagation automatically after forward propagation. The autograd algorithm is
-explained in details
-<a href="https://pytorch.org/docs/stable/notes/autograd.html">here</a>. We explain the
-relevant modules in Singa and give an example to illustrate the usage.</p>
-<h2><a class="anchor" aria-hidden="true" id="relevant-modules"></a><a href="#relevant-modules" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
-<p>There are three classes involved in autograd, namely <code>singa.tensor.Tensor</code>,
-<code>singa.autograd.Operation</code>, and <code>singa.autograd.Layer</code>. In the rest of this
-article, we use tensor, operation and layer to refer to an instance of the
-respective class.</p>
+<p>实现autograd有两种典型的方式，一种是通过如<a href="http://deeplearning.net/software/theano/index.html">Theano</a>的符号微分（symbolic differentiation）或通过如<a href="https://pytorch.org/docs/stable/notes/autograd.html">Pytorch</a>的反向微分（reverse differentialtion）。SINGA遵循Pytorch方式，即通过记录计算图，并在正向传播后自动应用反向传播。自动传播算法的详细解释请参阅<a href="https://pytorch.org/docs/stable/notes/autograd.html">这里</a>。我们接下来对SINGA中的相关模块进行解释，并举例说明其使用方法。</p>
+<h2><a class="anchor" aria-hidden="true" id="相关模块"></a><a href="#相关模块" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<p>在autograd中涉及三个类，分别是<code>singa.tensor.Tensor</code>，<code>singa.autograd.Operation</code>和<code>singa.autograd.Layer</code>。在本篇的后续部分中，我们使用Tensor、Operation和Layer来指代这三个类。</p>
<h3><a class="anchor" aria-hidden="true" id="tensor"></a><a href="#tensor" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2. [...]
-<p>Three attributes of Tensor are used by autograd,</p>
+<p>Tensor的三个属性被autograd使用：</p>
<ul>
-<li><code>.creator</code> is an <code>Operation</code> instance. It records the operation that generates
-the Tensor instance.</li>
-<li><code>.requires_grad</code> is a boolean variable. It is used to indicate that the
-autograd algorithm needs to compute the gradient of the tensor (i.e., the
-owner). For example, during backpropagation, the gradients of the tensors for
-the weight matrix of a linear layer and the feature maps of a convolution
-layer (not the bottom layer) should be computed.</li>
-<li><code>.stores_grad</code> is a boolean variable. It is used to indicate that the gradient
-of the owner tensor should be stored and output by the backward function. For
-example, the gradient of the feature maps is computed during backpropagation,
-but is not included in the output of the backward function.</li>
+<li><code>.creator</code>是一个<code>Operation</code>实例。它记录了产生Tensor实例的这个操作。</li>
+<li><code>.request_grad</code>是一个布尔变量。它用于指示autograd算法是否需要计算张量的梯度。例如，在反向传播的过程中，线性层的权重矩阵和卷积层（非底层）的特征图的张量梯度应该被计算。</li>
+<li><code>.store_grad</code>是一个布尔变量。它用于指示张量的梯度是否应该被存储并由后向函数输出。例如，特征图的梯度是在反向传播过程中计算出来的，但不包括在反向函数的输出中。</li>
</ul>
-<p>Programmers can change <code>requires_grad</code> and <code>stores_grad</code> of a Tensor instance.
-For example, if later is set to True, the corresponding gradient is included in
-the output of the backward function. It should be noted that if <code>stores_grad</code> is
-True, then <code>requires_grad</code> must be true, not vice versa.</p>
+<p>开发者可以改变Tensor实例的<code>requires_grad</code>和<code>stores_grad</code>。例如，如果将后者设置为True，那么相应的梯度就会被包含在后向函数的输出。需要注意的是，如果<code>stores_grad</code>是True，那么 <code>requires_grad</code>一定是真，反之亦然。</p>
<h3><a class="anchor" aria-hidden="true" id="operation"></a><a href="#operation" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.6 [...]
-<p>It takes one or more <code>Tensor</code> instances as input, and then outputs one or more
-<code>Tensor</code> instances. For example, ReLU can be implemented as a specific Operation
-subclass. When an <code>Operation</code> instance is called (after instantiation), the
-following two steps are executed:</p>
-<ol>
-<li>record the source operations, i.e., the <code>creator</code>s of the input tensors.</li>
-<li>do calculation by calling member function <code>.forward()</code></li>
-</ol>
-<p>There are two member functions for forwarding and backwarding, i.e.,
-<code>.forward()</code> and <code>.backward()</code>. They take <code>Tensor.data</code> as inputs (the type is
-<code>CTensor</code>), and output <code>Ctensor</code>s. To add a specific operation, subclass
-<code>operation</code> should implement their own <code>.forward()</code> and <code>.backward()</code>. The
-<code>backward()</code> function is called by the <code>backward()</code> function of autograd
-automatically during backward propogation to compute the gradients of inputs
-(according to the <code>require_grad</code> field).</p>
+<p>它将一个或多个<code>Tensor</code>实例作为输入，然后输出一个或多个<code>Tensor</code>实例。例如，ReLU可以作为一个具体的Operation子类来实现。当一个<code>Operation</code>实例被调用时（实例化后），会执行以下两个步骤。</p>
+<p>1.记录源操作，即输入张量的<code>创建者</code>。
+2.通过调用成员函数<code>.forward()</code>进行计算。</p>
+<p>有两个成员函数用于前向和反向传播，即<code>.forward()</code>和<code>.backward()</code>。它们以<code>Tensor.data</code>作为输入（类型为<code>CTensor</code>），并输出<code>Ctensor</code>s。要添加一个特定的操作，子类<code>Operation</code>应该实现自己的<code>.forward()</code>和<code>.backward()</code>函数。在后向传播过程中，autograd的<code>backward()</code>函数会自动调用<code>backward()</code>函数来计算输入的梯度（根据<code>require_grad</code>字段的参数和约束）。</p>
<h3><a class="anchor" aria-hidden="true" id="layer"></a><a href="#layer" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
-<p>For those operations that require parameters, we package them into a new class,
-<code>Layer</code>. For example, convolution operation is wrapped into a convolution layer.
-<code>Layer</code> manages (stores) the parameters and calls the corresponding <code>Operation</code>s
-to implement the transformation.</p>
-<h2><a class="anchor" aria-hidden="true" id="examples"></a><a href="#examples" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
-<p>Multiple examples are provided in the
-<a href="https://github.com/apache/singa/tree/master/examples/autograd">example folder</a>.
-We explain two representative examples here.</p>
-<h3><a class="anchor" aria-hidden="true" id="operation-only"></a><a href="#operation-only" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0- [...]
-<p>The following codes implement a MLP model using only Operation instances (no
-Layer instances).</p>
-<h4><a class="anchor" aria-hidden="true" id="import-packages"></a><a href="#import-packages" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 [...]
+<p>对于那些需要参数的Operation，我们把它们封装成一个新的类，<code>Layer</code>。例如，卷积操作被封装到卷积层(Convolution layer)中。<code>层</code>管理（存储）参数，并调用相应的<code>Operation</code>来实现变换。</p>
+<h2><a class="anchor" aria-hidden="true" id="样例"></a><a href="#样例" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c [...]
+<p>在<a href="https://github.com/apache/singa/tree/master/examples/autograd">example folder</a>中提供了很多样例。在这里我我们分析两个最具代表性的例子。</p>
+<h3><a class="anchor" aria-hidden="true" id="只使用operation"></a><a href="#只使用operation" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
+<p>下一段代码展示了一个只使用<code>Operation</code>的多层感知机（MLP）模型：</p>
+<h4><a class="anchor" aria-hidden="true" id="调用依赖包"></a><a href="#调用依赖包" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
<pre><code class="hljs css language-python"><span class="hljs-keyword">from</span> singa.tensor <span class="hljs-keyword">import</span> Tensor
<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> autograd
<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> opt
</code></pre>
-<h4><a class="anchor" aria-hidden="true" id="create-weight-matrix-and-bias-vector"></a><a href="#create-weight-matrix-and-bias-vector" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 [...]
-<p>The parameter tensors are created with both <code>requires_grad</code> and <code>stores_grad</code>
-set to <code>True</code>.</p>
+<h4><a class="anchor" aria-hidden="true" id="创建权重矩阵和偏置向量"></a><a href="#创建权重矩阵和偏置向量" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42 [...]
+<p>在将<code>requires_grad</code>和<code>stores_grad</code>都设置为<code>True</code>的情况下，创建参数张量。</p>
<pre><code class="hljs css language-python">w0 = Tensor(shape=(<span class="hljs-number">2</span>, <span class="hljs-number">3</span>), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
w0.gaussian(<span class="hljs-number">0.0</span>, <span class="hljs-number">0.1</span>)
b0 = Tensor(shape=(<span class="hljs-number">1</span>, <span class="hljs-number">3</span>), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
@@ -140,7 +100,7 @@ w1.gaussian(<span class="hljs-number">0.0</span>, <span class="hljs-number">0.1<
b1 = Tensor(shape=(<span class="hljs-number">1</span>, <span class="hljs-number">2</span>), requires_grad=<span class="hljs-literal">True</span>, stores_grad=<span class="hljs-literal">True</span>)
b1.set_value(<span class="hljs-number">0.0</span>)
</code></pre>
-<h4><a class="anchor" aria-hidden="true" id="training"></a><a href="#training" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
+<h4><a class="anchor" aria-hidden="true" id="训练"></a><a href="#训练" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c [...]
<pre><code class="hljs css language-python">inputs = Tensor(data=data) <span class="hljs-comment"># data matrix</span>
target = Tensor(data=label) <span class="hljs-comment"># label vector</span>
autograd.training = <span class="hljs-literal">True</span> <span class="hljs-comment"># for training</span>
@@ -159,11 +119,9 @@ sgd = opt.SGD(<span class="hljs-number">0.05</span>) <span class="hljs-comment
<span class="hljs-keyword">for</span> p, g <span class="hljs-keyword">in</span> autograd.backward(loss):
sgd.update(p, g)
</code></pre>
-<h3><a class="anchor" aria-hidden="true" id="operation--layer"></a><a href="#operation--layer" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
-<p>The following
-<a href="https://github.com/apache/singa/blob/master/examples/autograd/mnist_cnn.py">example</a>
-implements a CNN model using layers provided by the autograd module.</p>
-<h4><a class="anchor" aria-hidden="true" id="create-the-layers"></a><a href="#create-the-layers" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
+<h3><a class="anchor" aria-hidden="true" id="使用operation和layer"></a><a href="#使用operation和layer" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
+<p>下面的<a href="https://github.com/apache/singa/blob/master/examples/autograd/mnist_cnn.py">例子</a>使用autograd模块提供的层实现了一个CNN模型。</p>
+<h4><a class="anchor" aria-hidden="true" id="创建层"></a><a href="#创建层" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
<pre><code class="hljs css language-python">conv1 = autograd.Conv2d(<span class="hljs-number">1</span>, <span class="hljs-number">32</span>, <span class="hljs-number">3</span>, padding=<span class="hljs-number">1</span>, bias=<span class="hljs-literal">False</span>)
bn1 = autograd.BatchNorm2d(<span class="hljs-number">32</span>)
pooling1 = autograd.MaxPool2d(<span class="hljs-number">3</span>, <span class="hljs-number">1</span>, padding=<span class="hljs-number">1</span>)
@@ -173,9 +131,8 @@ bn2 = autograd.BatchNorm2d(<span class="hljs-number">32</span>)
linear = autograd.Linear(<span class="hljs-number">32</span> * <span class="hljs-number">28</span> * <span class="hljs-number">28</span>, <span class="hljs-number">10</span>)
pooling2 = autograd.AvgPool2d(<span class="hljs-number">3</span>, <span class="hljs-number">1</span>, padding=<span class="hljs-number">1</span>)
</code></pre>
-<h4><a class="anchor" aria-hidden="true" id="define-the-forward-function"></a><a href="#define-the-forward-function" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 1 [...]
-<p>The operations in the forward pass will be recorded automatically for backward
-propagation.</p>
+<h4><a class="anchor" aria-hidden="true" id="定义正向传播函数"></a><a href="#定义正向传播函数" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
+<p>在正向传播中的operations会被自动记录，用于反向传播。</p>
<pre><code class="hljs css language-python"><span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(x, t)</span>:</span>
<span class="hljs-comment"># x is the input data (a batch of images)</span>
<span class="hljs-comment"># t is the label vector (a batch of integers)</span>
@@ -197,7 +154,7 @@ propagation.</p>
loss = autograd.softmax_cross_entropy(y, t) <span class="hljs-comment"># operation</span>
<span class="hljs-keyword">return</span> loss, y
</code></pre>
-<h4><a class="anchor" aria-hidden="true" id="training-1"></a><a href="#training-1" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<h4><a class="anchor" aria-hidden="true" id="训练-1"></a><a href="#训练-1" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
<pre><code class="hljs css language-python">autograd.training = <span class="hljs-literal">True</span>
<span class="hljs-keyword">for</span> epoch <span class="hljs-keyword">in</span> range(epochs):
<span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(batch_number):
@@ -212,13 +169,9 @@ propagation.</p>
sgd.update(p, gp)
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="using-the-model-api"></a><a href="#using-the-model-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.2 [...]
-<p>The following <a href="https://github.com/apache/singa/blob/master/examples/cnn/model/cnn.py">example</a>
-implements a CNN model using the <a href="./graph">Model API</a>.</p>
-<h4><a class="anchor" aria-hidden="true" id="define-the-subclass-of-model"></a><a href="#define-the-subclass-of-model" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 [...]
-<p>Define the model class, it should be the subclass of Model. In this way, all
-operations used during the training phase will form a computational graph and
-will be analyzed. The operations in the graph will be scheduled and executed
-efficiently. Layers can also be included in the model class.</p>
+<p>下面的<a href="https://github.com/apache/singa/blob/master/examples/cnn/model/cnn.py">样例</a>使用<a href="./graph">Model API</a>实现了一个CNN模型。.</p>
+<h4><a class="anchor" aria-hidden="true" id="定义model的子类"></a><a href="#定义model的子类" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<p>定义模型类，它应该是Model的子类。只有这样，在训练阶段使用的所有操作才会形成一个计算图以便进行分析。图中的操作将被按时序规划并有效执行，模型类中也可以包含层。</p>
<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">MLP</span><span class="hljs-params">(model.Model)</span>:</span> <span class="hljs-comment"># the model is a subclass of Model</span>
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, data_size=<span class="hljs-number">10</span>, perceptron_size=<span class="hljs-number">100</span>, num_classes=<span class="hljs-number">10</span>)</span>:</span>
@@ -245,7 +198,7 @@ efficiently. Layers can also be included in the model class.</p>
<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">set_optimizer</span><span class="hljs-params">(self, optimizer)</span>:</span> <span class="hljs-comment"># attach an optimizer</span>
self.optimizer = optimizer
</code></pre>
-<h4><a class="anchor" aria-hidden="true" id="training-2"></a><a href="#training-2" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<h4><a class="anchor" aria-hidden="true" id="训练-2"></a><a href="#训练-2" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
<pre><code class="hljs css language-python"><span class="hljs-comment"># create a model instance</span>
model = MLP()
<span class="hljs-comment"># initialize optimizer and attach it to the model</span>
@@ -269,14 +222,14 @@ model.compile([tx], is_train=<span class="hljs-literal">True</span>, use_graph=<
<span class="hljs-comment"># Training with one batch</span>
out, loss = model(tx, ty)
</code></pre>
-<h4><a class="anchor" aria-hidden="true" id="save-a-model-checkpoint"></a><a href="#save-a-model-checkpoint" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 [...]
+<h4><a class="anchor" aria-hidden="true" id="保存模型checkpoint"></a><a href="#保存模型checkpoint" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0- [...]
<pre><code class="hljs css language-python"><span class="hljs-comment"># define the path to save the checkpoint</span>
checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
<span class="hljs-comment"># save a checkpoint</span>
model.save_states(fpath=checkpointpath)
</code></pre>
-<h4><a class="anchor" aria-hidden="true" id="load-a-model-checkpoint"></a><a href="#load-a-model-checkpoint" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 [...]
+<h4><a class="anchor" aria-hidden="true" id="加载模型checkpoint"></a><a href="#加载模型checkpoint" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0- [...]
<pre><code class="hljs css language-python"><span class="hljs-comment"># define the path to load the checkpoint</span>
checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
@@ -286,10 +239,8 @@ checkpointpath=<span class="hljs-string">"checkpoint.zip"</span>
model.load_states(fpath=checkpointpath)
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
-<p>Refer
-<a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">here</a>
-for more details of Python API.</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/17/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#relevant-modules">Relevant Modules</a><ul class="toc-headings"><li><a hr [...]
+<p>关于Python API的更多细节，请参考<a href="https://singa.readthedocs.io/en/latest/autograd.html#module-singa.autograd">这里</a>。</p>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/tensor"><span class="arrow-prev">← </span><span>Tensor</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/optimizer"><span>Optimizer</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#相关模块">相关模块</a><ul class="toc-headings"><li><a href="#tensor">Tensor</a></li><li><a href="#operation">Operation</ [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.3.0_Chinese/benchmark-train.html b/content/docs/3.3.0_Chinese/benchmark-train.html
new file mode 100644
index 0000000..a298105
--- /dev/null
+++ b/content/docs/3.3.0_Chinese/benchmark-train.html
@@ -0,0 +1,37 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Benchmark for Distributed Training · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+<p>项目：我们使用深度卷积神经网络<a href="https://github.com/apache/singa/blob/master/examples/cnn/model/resnet.py">ResNet-50</a>。它有50个卷积层，用于图像分类。它需要3.8个GFLOPs来通过网络处理一张图像（尺寸为224x224）。输入的图像大小为224x224。</p>
+<p>硬件方面：我们使用的是AWS的p2.8xlarge实例，每个实例有8个Nvidia Tesla K80 GPU，共96GB GPU内存，32个vCPU，488GB主内存，10Gbps网络带宽。</p>
+<p>衡量标准：我们衡量不同数量worker的每次迭代时间，以评估SINGA的可扩展性。Batch-size固定为每个GPU32个。采用同步训练方案。因此，有效的batch-size是<code>32N</code>，其中N是GPU的数量。我们与一个流行的开源系统进行比较，该系统采用参数服务器拓扑结构。选择第一个GPU作为服务器。</p>
+<p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>可扩展性测试。条形为吞吐量，折线形为通信成本。</strong></p>
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
\ No newline at end of file
diff --git a/content/docs/3.3.0_Chinese/benchmark-train/index.html b/content/docs/3.3.0_Chinese/benchmark-train/index.html
new file mode 100644
index 0000000..a298105
--- /dev/null
+++ b/content/docs/3.3.0_Chinese/benchmark-train/index.html
@@ -0,0 +1,37 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Benchmark for Distributed Training · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+<p>项目：我们使用深度卷积神经网络<a href="https://github.com/apache/singa/blob/master/examples/cnn/model/resnet.py">ResNet-50</a>。它有50个卷积层，用于图像分类。它需要3.8个GFLOPs来通过网络处理一张图像（尺寸为224x224）。输入的图像大小为224x224。</p>
+<p>硬件方面：我们使用的是AWS的p2.8xlarge实例，每个实例有8个Nvidia Tesla K80 GPU，共96GB GPU内存，32个vCPU，488GB主内存，10Gbps网络带宽。</p>
+<p>衡量标准：我们衡量不同数量worker的每次迭代时间，以评估SINGA的可扩展性。Batch-size固定为每个GPU32个。采用同步训练方案。因此，有效的batch-size是<code>32N</code>，其中N是GPU的数量。我们与一个流行的开源系统进行比较，该系统采用参数服务器拓扑结构。选择第一个GPU作为服务器。</p>
+<p><img src="/docs/assets/benchmark.png" alt="Benchmark Experiments"> <br/> <strong>可扩展性测试。条形为吞吐量，折线形为通信成本。</strong></p>
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-square.png" alt="Apache SINGA" width="66" height="58"/></a><div><h5>Docs</h5><a href="/docs/installation">Getting Started</a><a href="/docs/device">Guides</a><a href="/en/https://apache-singa.readthedocs.io/en/latest/">API Reference</a><a href="/docs/examples">Exa [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
\ No newline at end of file
diff --git a/content/docs/3.3.0_Chinese/build.html b/content/docs/3.3.0_Chinese/build.html
new file mode 100644
index 0000000..d3b1d2f
--- /dev/null
+++ b/content/docs/3.3.0_Chinese/build.html
@@ -0,0 +1,351 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Build SINGA from Source · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding c [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/build.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Build SINGA from Source</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contribu [...]
+<p>源文件可以通过<a href="https://dist.apache.org/repos/dist/dev/singa/">tar.gz文件</a>或git repo的形式下载：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> git <span class="hljs-built_in">clone</span> https://github.com/apache/singa.git</span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">cd</span> singa/</span>
+</code></pre>
+<p>如果您想为SINGA贡献代码，请参考<a href="/docs/3.3.0_Chinese/contribute-code">贡献代码</a>页面的步骤和要求。</p>
+<h2><a class="anchor" aria-hidden="true" id="使用conda构筑singa"></a><a href="#使用conda构筑singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0- [...]
+<p>Conda-build 是一个构建工具，它从anaconda cloud安装依赖的库并执行构建脚本。</p>
+<p>安装conda-build(需要先安装conda)：</p>
+<pre><code class="hljs css language-shell">conda install conda-build
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="构建cpu版本"></a><a href="#构建cpu版本" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<p>构建SINGA的CPU版本：</p>
+<pre><code class="hljs css language-shell">conda build tool/conda/singa/
+</code></pre>
+<p>以上命令已经在Ubuntu（14.04，16.04和18.04）和macOS 10.11上测试过。更多信息请参考<a href="https://travis-ci.org/apache/singa">Travis-CI page</a>页面。</p>
+<h3><a class="anchor" aria-hidden="true" id="构建gpu版本"></a><a href="#构建gpu版本" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<p>要构建GPU版的SINGA，计算机必须装备有Nvida GPU，而且需要安装CUDA driver(>=384.81)、CUDA toolkit(>=9)和cuDNN(>=7)。以下两个Docker镜像提供了构建环境：</p>
+<ol>
+<li>apache/singa:conda-cuda9.0</li>
+<li>apache/singa:conda-cuda10.0</li>
+</ol>
+<p>构建环境准备好后，需要先导出CUDA版本，然后运行conda命令构建SINGA：</p>
+<pre><code class="hljs css language-shell">export CUDA=x.y (e.g. 9.0)
+conda build tool/conda/singa/
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="后处理"></a><a href="#后处理" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
+<p>生成的包文件的位置(<code>.tar.gz</code>)将打印在终端上，生成的包可以直接安装：</p>
+<pre><code class="hljs css language-shell">conda install -c conda-forge --use-local <path to the package file>
+</code></pre>
+<p>若要上传到anaconda云端供他人下载安装，需要在 anaconda 上注册一个账号，才能<a href="https://docs.anaconda.com/anaconda-cloud/user-guide/getting-started/">上传包</a>：</p>
+<pre><code class="hljs css language-shell">conda install anaconda-client
+anaconda login
+anaconda upload -l main <path to the package file>
+</code></pre>
+<p>将包上传到云端后，您可以在<a href="https://anaconda.org/">Anaconda Cloud</a>上看到，也可以通过以下命令查看：</p>
+<pre><code class="hljs css language-shell">conda search -c <anaconda username> singa
+</code></pre>
+<p>每个特定的SINGA软件包都由版本和构建字符串来标识。要安装一个特定的SINGA包，需要提供所有信息，例如：</p>
+<pre><code class="hljs css language-shell">conda install -c <anaconda username> -c conda-forge singa=2.1.0.dev=cpu_py36
+</code></pre>
+<p>为了使安装命令简单化，您可以创建以下附加包，这些包依赖于最新的CPU和GPU SINGA包：</p>
+<pre><code class="hljs css language-console"><span class="hljs-meta">#</span><span class="bash"> <span class="hljs-keyword">for</span> singa-cpu</span>
+conda build tool/conda/cpu/ --python=3.6
+conda build tool/conda/cpu/ --python=3.7
+<span class="hljs-meta">#</span><span class="bash"> <span class="hljs-keyword">for</span> singa-gpu</span>
+conda build tool/conda/gpu/ --python=3.6
+conda build tool/conda/gpu/ --python=3.7
+</code></pre>
+<p>因此，当您运行：</p>
+<pre><code class="hljs css language-shell">conda install -c <anaconda username> -c conda-forge singa-xpu
+</code></pre>
+<p>时(<code>xpu</code>表示'cpu' or 'gpu'), 相应的真正的SINGA包将作为依赖库被安装。</p>
+<h2><a class="anchor" aria-hidden="true" id="使用本地工具在ubuntu上构建singa"></a><a href="#使用本地工具在ubuntu上构建singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2 [...]
+<p>请参阅 SINGA <a href="https://github.com/apache/singa/blob/master/tool/docker/devel/ubuntu/cuda9/Dockerfile#L30">Dockerfiles</a>，了解在 Ubuntu 16.04 上安装依赖库的说明。您也可以使用 devel 映像创建一个 Docker 容器，并在容器中构建 SINGA。要使用GPU、DNNL、Python和单元测试来构建SINGA，请运行以下命令：</p>
+<pre><code class="hljs css language-shell">mkdir build # at the root of singa folder
+cd build
+cmake -DENABLE_TEST=ON -DUSE_CUDA=ON -DUSE_DNNL=ON -DUSE_PYTHON3=ON ..
+make
+cd python
+pip install .
+</code></pre>
+<p>CMake选项的详细内容在本页最后一节解释，上面最后一条命令是安装Python包。你也可以运行<code>pip install -e .</code>，它可以创建符号链接，而不是将 Python 文件复制到 site-package 文件夹中。</p>
+<p>如果SINGA在ENABLE_TEST=ON的情况下编译，您可以通过以下方式运行单元测试:</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> ./bin/test_singa</span>
+</code></pre>
+<p>您可以看到所有的测试案例与测试结果。如果SINGA通过了所有测试，那么您就成功安装了SINGA。</p>
+<h2><a class="anchor" aria-hidden="true" id="使用本地工具在centos7上构建singa"></a><a href="#使用本地工具在centos7上构建singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0 [...]
+<p>由于Centos7的软件包名称不同，因此从源码开始构建会有所不同。</p>
+<h3><a class="anchor" aria-hidden="true" id="安装依赖项"></a><a href="#安装依赖项" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
+<p>基础包和库文件：</p>
+<pre><code class="hljs css language-shell">sudo yum install freetype-devel libXft-devel ncurses-devel openblas-devel blas-devel lapack devel atlas-devel kernel-headers unzip wget pkgconfig zip zlib-devel libcurl-devel cmake curl unzip dh-autoreconf git python-devel glog-devel protobuf-devel
+</code></pre>
+<p>构建必需的包：</p>
+<pre><code class="hljs css language-shell">sudo yum group install "Development Tools"
+</code></pre>
+<p>若要安装swig：</p>
+<pre><code class="hljs css language-shell">sudo yum install pcre-devel
+wget http://prdownloads.sourceforge.net/swig/swig-3.0.10.tar.gz
+tar xvzf swig-3.0.10.tar.gz
+cd swig-3.0.10.tar.gz
+./configure --prefix=${RUN}
+make
+make install
+</code></pre>
+<p>安装gfortran：</p>
+<pre><code class="hljs css language-shell">sudo yum install centos-release-scl-rh
+sudo yum --enablerepo=centos-sclo-rh-testing install devtoolset-7-gcc-gfortran
+</code></pre>
+<p>安装pip和其他包：</p>
+<pre><code class="hljs css language-shell">sudo yum install epel-release
+sudo yum install python-pip
+pip install matplotlib numpy pandas scikit-learn pydot
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="安装singa"></a><a href="#安装singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<p>按照《使用本地工具在Ubuntu上构建SINGA》的步骤1-5进行操作</p>
+<h3><a class="anchor" aria-hidden="true" id="测试"></a><a href="#测试" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c [...]
+<p>您可以通过如下方式进行</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> ./bin/test_singa</span>
+</code></pre>
+<p>您可以看到所有的测试案例与测试结果。如果SINGA通过了所有测试，即表示安装成功。</p>
+<h2><a class="anchor" aria-hidden="true" id="在windows中编译singa"></a><a href="#在windows中编译singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
+<p>在Windows上使用Python支持构建SINGA的说明可以在<a href="/docs/3.3.0_Chinese/install-win">install-win页面</a>找到。</p>
+<h2><a class="anchor" aria-hidden="true" id="关于编译选项的更多细节"></a><a href="#关于编译选项的更多细节" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42 [...]
+<h3><a class="anchor" aria-hidden="true" id="use_modules-已过期废弃"></a><a href="#use_modules-已过期废弃" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
+<p>如果没有安装protobuf和openblas，你可以用它们一起编译SINGA</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> In SINGA ROOT folder</span>
+<span class="hljs-meta">$</span><span class="bash"> mkdir build</span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">cd</span> build</span>
+<span class="hljs-meta">$</span><span class="bash"> cmake -DUSE_MODULES=ON ..</span>
+<span class="hljs-meta">$</span><span class="bash"> make</span>
+</code></pre>
+<p>cmake 会下载 OpenBlas 和 Protobuf (2.6.1) 并与 SINGA 一起编译。</p>
+<p>您可以使用<code>ccmake ..</code>来配置编译选项。如果一些依赖的库不在系统默认路径中，则您需要手动导出以下环境变量：</p>
+<pre><code class="hljs css language-shell">export CMAKE_INCLUDE_PATH=<path to the header file folder>
+export CMAKE_LIBRARY_PATH=<path to the lib file folder>
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="use_python"></a><a href="#use_python" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<p>编译SINGA的Python封装器选项：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> cmake -DUSE_PYTHON=ON ..</span>
+<span class="hljs-meta">$</span><span class="bash"> make</span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">cd</span> python</span>
+<span class="hljs-meta">$</span><span class="bash"> pip install .</span>
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="use_cuda"></a><a href="#use_cuda" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
+<p>我们推荐用户安装CUDA和<a href="https://developer.nvidia.com/cudnn">cuDNN</a>，以便在GPU上运行SINGA，以获得更好的性能。</p>
+<p>SINGA已经在CUDA 9/10和cuDNN 7上进行了测试。如果cuDNN安装在非系统文件夹中，例如 /home/bob/local/cudnn/，则需要执行以下命令来让cmake在编译时能够找到它们：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CMAKE_INCLUDE_PATH=/home/bob/<span class="hljs-built_in">local</span>/cudnn/include:<span class="hljs-variable">$CMAKE_INCLUDE_PATH</span></span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CMAKE_LIBRARY_PATH=/home/bob/<span class="hljs-built_in">local</span>/cudnn/lib64:<span class="hljs-variable">$CMAKE_LIBRARY_PATH</span></span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> LD_LIBRARY_PATH=/home/bob/<span class="hljs-built_in">local</span>/cudnn/lib64:<span class="hljs-variable">$LD_LIBRARY_PATH</span></span>
+</code></pre>
+<p>CUDA和cuDNN的cmake选项应该设置成“ON”：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">#</span><span class="bash"> Dependent libs are install already</span>
+<span class="hljs-meta">$</span><span class="bash"> cmake -DUSE_CUDA=ON ..</span>
+<span class="hljs-meta">$</span><span class="bash"> make</span>
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="use_dnnl"></a><a href="#use_dnnl" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
+<p>用户可以启用DNNL来提高CPU的计算性能，DNNL的安装指南可以在<a href="https://github.com/intel/mkl-dnn#installation">这里</a>找到：</p>
+<p>SINGA在DNNL v1.1环境下已经进行过测试并通过，</p>
+<p>若要启用DNNL支持来编译SINGA:</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">#</span><span class="bash"> Dependent libs are installed already</span>
+<span class="hljs-meta">$</span><span class="bash"> cmake -DUSE_DNNL=ON ..</span>
+<span class="hljs-meta">$</span><span class="bash"> make</span>
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="use_opencl"></a><a href="#use_opencl" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<p>SINGA使用opencl-headers和viennacl（版本1.7.1及以上）来支持OpenCL，它们可以通过如下方式安装：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">#</span><span class="bash"> On Ubuntu 16.04</span>
+<span class="hljs-meta">$</span><span class="bash"> sudo apt-get install opencl-headers, libviennacl-dev</span>
+<span class="hljs-meta">#</span><span class="bash"> On Fedora</span>
+<span class="hljs-meta">$</span><span class="bash"> sudo yum install opencl-headers, viennacl</span>
+</code></pre>
+<p>此外，你需要在你想运行OpenCL的平台安装OpenCL Installable Client Driver（ICD）。</p>
+<ul>
+<li>对于AMD和Nvidia的GPU，驱动包也应该安装与之匹配的OpenCL ICD。</li>
+<li>对于Intel的CPU和/或GPU，请从<a href="https://software.intel.com/en-us/articles/opencl-drivers">Intel官方网站</a>上获取驱动程序。请注意，该网站上提供的驱动程序只支持最新的CPU和Iris GPU。</li>
+<li>对于旧的Intel CPU，你可以使用beignet-opencl-icd包。</li>
+</ul>
+<p>请注意，目前不建议在CPU上运行OpenCL，因为运行速度会很慢。内存传输是以整数秒为单位的（直观来说，CPU上是1000毫秒，而GPU上是1毫秒）。</p>
+<p>更多关于建立OpenCL工作环境的信息可以在<a href="https://wiki.tiker.net/OpenCLHowTo">这里</a>找到。</p>
+<p>如果ViennaCL的软件包版本不是至少1.7.1，则需要从源码构建它：</p>
+<p>从<a href="https://github.com/viennacl/viennacl-dev">这个git repo</a>clone版本库，切换（checkout）到release-1.7.1分支，然后构建它，并把项目路径添加到PATH，再把构建的库文件添加到LD_LIBRARY_PATH。</p>
+<p>构建支持OpenCL的SINGA（在SINGA 1.1上测试）：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> cmake -DUSE_OPENCL=ON ..</span>
+<span class="hljs-meta">$</span><span class="bash"> make</span>
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="package"></a><a href="#package" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<p>这个设置是用来构建 Debian 软件包的。设置PACKAGE=ON，然后用make命令来编译软件包，如下所示：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> cmake -DPACKAGE=ON</span>
+<span class="hljs-meta">$</span><span class="bash"> make package</span>
+</code></pre>
+<h2><a class="anchor" aria-hidden="true" id="faq"></a><a href="#faq" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
+<ul>
+<li><p>Q: 'import singa'阶段报错</p>
+<p>A: 请检查<code>python -c "from singa import _singa_wrap</code>中的详细错误。有时是由依赖库引起的，比如protobuf有多个版本，cudnn缺失，numpy版本不匹配等问题。下面展示了不同情况下的解决方案</p>
+<ol>
+<li><p>检查cudnn和cuda。如果cudnn缺失或与wheel包的版本不一致，你可以下载正确的cudnn版本到~/local/cudnn/，然后：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">echo</span> <span class="hljs-string">"export LD_LIBRARY_PATH=/home/<yourname>/local/cudnn/lib64:<span class="hljs-variable">$LD_LIBRARY_PATH</span>"</span> >> ~/.bashrc</span>
+</code></pre></li>
+<li><p>如果是protobuf的问题。你可以将protobuf (3.6.1)从源码安装到本地文件夹，比如 ~/local/，解压tar文件，然后：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> ./configure --prefix=/home/<yourname><span class="hljs-built_in">local</span></span>
+<span class="hljs-meta">$</span><span class="bash"> make && make install</span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">echo</span> <span class="hljs-string">"export LD_LIBRARY_PATH=/home/<yourname>/local/lib:<span class="hljs-variable">$LD_LIBRARY_PATH</span>"</span> >> ~/.bashrc</span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">source</span> ~/.bashrc</span>
+</code></pre></li>
+<li><p>如果找不到包括python在内的其他类库，则使用<code>pip</code>或<code>conda</code>创建虚拟环境.</p></li>
+<li><p>如果不是上述原因造成的，请到<code>_singa_wrap.so</code>文件夹中查看：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python</span>
+<span class="hljs-meta">></span><span class="bash">> import importlib</span>
+<span class="hljs-meta">></span><span class="bash">> importlib.import_module(<span class="hljs-string">'_singa_wrap'</span>)</span>
+</code></pre>
+<p>来检查错误信息。例如，如果是numpy的版本不匹配，错误信息会是：</p>
+<pre><code class="hljs css language-shell">RuntimeError: module compiled against API version 0xb but this version of numpy is 0xa
+</code></pre>
+<p>那么你就需要更新numpy到更高版本。</p></li>
+</ol></li>
+</ul>
+<ul>
+<li><p>Q: 运行<code>cmake ...</code>时出错，找不到依赖库。</p>
+<p>A: 如果你还没有安装这些依赖库，请先安装它们。如果你在系统文件夹之外的文件夹中安装了库，例如/usr/local，那您需要手动导出以下变量:</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CMAKE_INCLUDE_PATH=<path to your header file folder></span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CMAKE_LIBRARY_PATH=<path to your lib file folder></span>
+</code></pre></li>
+</ul>
+<ul>
+<li><p>Q: 来自<code>make</code>的错误，例如linking阶段的错误.</p>
+<p>A: 如果您的库文件在系统默认路径以外的其他文件夹中，则需要手动导出以下变量。</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> LIBRARY_PATH=<path to your lib file folder></span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> LD_LIBRARY_PATH=<path to your lib file folder></span>
+</code></pre></li>
+</ul>
+<ul>
+<li><p>Q: 来自头文件的错误，例如'cblas.h文件不存在'</p>
+<p>A: 您需要手动将cblas.h的文件夹包含在CPLUS_INCLUDE_PATH中，例如：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CPLUS_INCLUDE_PATH=/opt/OpenBLAS/include:<span class="hljs-variable">$CPLUS_INCLUDE_PATH</span></span>
+</code></pre></li>
+<li><p>Q: 在编译SINGA时，我收到错误信息<code>SSE2 instruction set not enabled</code></p>
+<p>A:您可以尝试如下指令:</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> make CFLAGS=<span class="hljs-string">'-msse2'</span> CXXFLAGS=<span class="hljs-string">'-msse2'</span></span>
+</code></pre></li>
+<li><p>Q:当试图导入.py文件时，从google.protobuf.internal收到<code>ImportError: cannot import name enum_type_wrapper</code>。</p>
+<p>A: 您需要安装protobuf的Python绑定包，它可以通过如下方式安装：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> sudo apt-get install protobuf</span>
+</code></pre>
+<p>或从源文件编译：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">cd</span> /PROTOBUF/SOURCE/FOLDER</span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">cd</span> python</span>
+<span class="hljs-meta">$</span><span class="bash"> python setup.py build</span>
+<span class="hljs-meta">$</span><span class="bash"> python setup.py install</span>
+</code></pre></li>
+<li><p>Q: 当我从源码构建OpenBLAS时，被告知需要一个Fortran编译器。</p>
+<p>A: 您可以通过如下方式编译OpenBLAS：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> make ONLY_CBLAS=1</span>
+</code></pre>
+<p>或者通过如下方式安装：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> sudo apt-get install libopenblas-dev</span>
+</code></pre></li>
+<li><p>Q: 当我构建协议缓冲区时，它报告说在<code>/usr/lib64/libstdc++.so.6</code>中没有找到<code>GLIBC++_3.4.20</code>？</p>
+<p>A: 这意味着链接器找到了libstdc++.so.6，但该库属于旧的GCC（用于编译和链接程序的GCC）版本。此程序依赖于新的libstdc++中定义的代码，而该代码属于较新版本的GCC，所以必须告诉链接器如何找到较新的libstdc++共享库。最简单的解决方法是找到正确的libstdc++，并将其导出到LD_LIBRARY_PATH。例如，如果下面命令的输出中列出了GLIBC++_3.4.20：</p>
+<pre><code class="hljs"> $ strings /usr/local/lib64/libstdc++.so.6|grep GLIBC++
+</code></pre>
+<p>那么接下来需要设置环境变量为：</p>
+<pre><code class="hljs"> $ export LD_LIBRARY_PATH=/usr/local/lib64:$LD_LIBRARY_PATH
+</code></pre></li>
+<li><p>Q: 当构建glog时，报告说 "src/logging_unittest.cc:83:20: error: 'gflags' is not a namespace-name"。</p>
+<p>A: 可能是由于安装的gflags用了不同的命名空间，比如 "google"，所以glog找不到'gflags'的命名空间。实际上建立glog并不需要gflags，所以你可以修改configure.ac文件来忽略gflags。</p>
+<pre><code class="hljs"> 1. cd to glog src directory
+ 2. change line 125 of configure.ac to "AC_CHECK_LIB(gflags, main, ac_cv_have_libgflags=0, ac_cv_have_libgflags=0)"
+ 3. autoreconf
+</code></pre>
+<p>执行上述命令后，就可以重新构建glog了。</p></li>
+<li><p>Q: 在使用虚拟环境时，每次运行pip install，都会重新安装numpy。但是，当运行<code>import numpy</code>时，numpy并没有被调用。</p>
+<p>A: 可能是由于<code>PYTHONPATH</code>造成的，在使用虚拟环境时，应将<code>PYTHONPATH</code>设置为空，以避免与虚拟环境本身的路径冲突。</p></li>
+<li><p>Q: 当从源代码编译PySINGA时，由于缺少<numpy/objectarray.h>，出现的编译错误。</p>
+<p>A: 请安装numpy并导出numpy头文件的路径为</p>
+<pre><code class="hljs"> $ export CPLUS_INCLUDE_PATH=`python -c "import numpy; print numpy.get_include()"`:$CPLUS_INCLUDE_PATH
+</code></pre></li>
+<li><p>Q: 当我在Mac OS X中运行SINGA时，报错 "Fatal Python error:
+PyThreadState_Get: no current thread Abort trap: 6"</p>
+<p>A: 这个错误通常发生在系统上有多个版本的Python，并且是通过pip安装的SINGA (通过conda安装时不会出现这个问题)，例如，操作系统自带的版本和Homebrew安装的版本。PySINGA所链接的Python必须与Python解释器（interpreter）相同。 您可以通过 <code>which python</code> 检查您的解释器路径并通过<code>otool -L <path to _singa_wrap.so></code>检查PySINGA链接的Python路径。要解决这个问题，请用正确的 Python 版本编译 SINGA。需要注意的是，如果您从源码编译 PySINGA，您需要在调用<a href="http://stackoverflow.com/questions/15291500/i-have-2-versions-of-python-installed-but-cmake-is-using-older-version-how-do">cmake</a>时指定路径：</p></li>
+</ul>
+<pre><code class="hljs"> $ cmake -DPYTHON_LIBRARY=`python-config --prefix`/lib/libpython2.7.dylib -DPYTHON_INCLUDE_DIR=`python-config --prefix`/include/python2.7/ ..
+</code></pre>
+<p>如果从二进制包中安装PySINGA，例如debian或wheel，那么你需要改变python解释器的路径，例如，重新设置$PATH，并把Python的正确路径放在前面的位置。</p>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda构筑singa">使用Conda构筑SINGA</a><ul class="toc-headings"><li><a href="#构建cpu版本"> [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
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+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
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+ search && search.focus();
+ }
+ });
+ </script><script>
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+
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Build SINGA from Source · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding c [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/build.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Build SINGA from Source</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contribu [...]
+<p>源文件可以通过<a href="https://dist.apache.org/repos/dist/dev/singa/">tar.gz文件</a>或git repo的形式下载：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> git <span class="hljs-built_in">clone</span> https://github.com/apache/singa.git</span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">cd</span> singa/</span>
+</code></pre>
+<p>如果您想为SINGA贡献代码，请参考<a href="/docs/3.3.0_Chinese/contribute-code">贡献代码</a>页面的步骤和要求。</p>
+<h2><a class="anchor" aria-hidden="true" id="使用conda构筑singa"></a><a href="#使用conda构筑singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0- [...]
+<p>Conda-build 是一个构建工具，它从anaconda cloud安装依赖的库并执行构建脚本。</p>
+<p>安装conda-build(需要先安装conda)：</p>
+<pre><code class="hljs css language-shell">conda install conda-build
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="构建cpu版本"></a><a href="#构建cpu版本" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<p>构建SINGA的CPU版本：</p>
+<pre><code class="hljs css language-shell">conda build tool/conda/singa/
+</code></pre>
+<p>以上命令已经在Ubuntu（14.04，16.04和18.04）和macOS 10.11上测试过。更多信息请参考<a href="https://travis-ci.org/apache/singa">Travis-CI page</a>页面。</p>
+<h3><a class="anchor" aria-hidden="true" id="构建gpu版本"></a><a href="#构建gpu版本" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<p>要构建GPU版的SINGA，计算机必须装备有Nvida GPU，而且需要安装CUDA driver(>=384.81)、CUDA toolkit(>=9)和cuDNN(>=7)。以下两个Docker镜像提供了构建环境：</p>
+<ol>
+<li>apache/singa:conda-cuda9.0</li>
+<li>apache/singa:conda-cuda10.0</li>
+</ol>
+<p>构建环境准备好后，需要先导出CUDA版本，然后运行conda命令构建SINGA：</p>
+<pre><code class="hljs css language-shell">export CUDA=x.y (e.g. 9.0)
+conda build tool/conda/singa/
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="后处理"></a><a href="#后处理" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
+<p>生成的包文件的位置(<code>.tar.gz</code>)将打印在终端上，生成的包可以直接安装：</p>
+<pre><code class="hljs css language-shell">conda install -c conda-forge --use-local <path to the package file>
+</code></pre>
+<p>若要上传到anaconda云端供他人下载安装，需要在 anaconda 上注册一个账号，才能<a href="https://docs.anaconda.com/anaconda-cloud/user-guide/getting-started/">上传包</a>：</p>
+<pre><code class="hljs css language-shell">conda install anaconda-client
+anaconda login
+anaconda upload -l main <path to the package file>
+</code></pre>
+<p>将包上传到云端后，您可以在<a href="https://anaconda.org/">Anaconda Cloud</a>上看到，也可以通过以下命令查看：</p>
+<pre><code class="hljs css language-shell">conda search -c <anaconda username> singa
+</code></pre>
+<p>每个特定的SINGA软件包都由版本和构建字符串来标识。要安装一个特定的SINGA包，需要提供所有信息，例如：</p>
+<pre><code class="hljs css language-shell">conda install -c <anaconda username> -c conda-forge singa=2.1.0.dev=cpu_py36
+</code></pre>
+<p>为了使安装命令简单化，您可以创建以下附加包，这些包依赖于最新的CPU和GPU SINGA包：</p>
+<pre><code class="hljs css language-console"><span class="hljs-meta">#</span><span class="bash"> <span class="hljs-keyword">for</span> singa-cpu</span>
+conda build tool/conda/cpu/ --python=3.6
+conda build tool/conda/cpu/ --python=3.7
+<span class="hljs-meta">#</span><span class="bash"> <span class="hljs-keyword">for</span> singa-gpu</span>
+conda build tool/conda/gpu/ --python=3.6
+conda build tool/conda/gpu/ --python=3.7
+</code></pre>
+<p>因此，当您运行：</p>
+<pre><code class="hljs css language-shell">conda install -c <anaconda username> -c conda-forge singa-xpu
+</code></pre>
+<p>时(<code>xpu</code>表示'cpu' or 'gpu'), 相应的真正的SINGA包将作为依赖库被安装。</p>
+<h2><a class="anchor" aria-hidden="true" id="使用本地工具在ubuntu上构建singa"></a><a href="#使用本地工具在ubuntu上构建singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2 [...]
+<p>请参阅 SINGA <a href="https://github.com/apache/singa/blob/master/tool/docker/devel/ubuntu/cuda9/Dockerfile#L30">Dockerfiles</a>，了解在 Ubuntu 16.04 上安装依赖库的说明。您也可以使用 devel 映像创建一个 Docker 容器，并在容器中构建 SINGA。要使用GPU、DNNL、Python和单元测试来构建SINGA，请运行以下命令：</p>
+<pre><code class="hljs css language-shell">mkdir build # at the root of singa folder
+cd build
+cmake -DENABLE_TEST=ON -DUSE_CUDA=ON -DUSE_DNNL=ON -DUSE_PYTHON3=ON ..
+make
+cd python
+pip install .
+</code></pre>
+<p>CMake选项的详细内容在本页最后一节解释，上面最后一条命令是安装Python包。你也可以运行<code>pip install -e .</code>，它可以创建符号链接，而不是将 Python 文件复制到 site-package 文件夹中。</p>
+<p>如果SINGA在ENABLE_TEST=ON的情况下编译，您可以通过以下方式运行单元测试:</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> ./bin/test_singa</span>
+</code></pre>
+<p>您可以看到所有的测试案例与测试结果。如果SINGA通过了所有测试，那么您就成功安装了SINGA。</p>
+<h2><a class="anchor" aria-hidden="true" id="使用本地工具在centos7上构建singa"></a><a href="#使用本地工具在centos7上构建singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0 [...]
+<p>由于Centos7的软件包名称不同，因此从源码开始构建会有所不同。</p>
+<h3><a class="anchor" aria-hidden="true" id="安装依赖项"></a><a href="#安装依赖项" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
+<p>基础包和库文件：</p>
+<pre><code class="hljs css language-shell">sudo yum install freetype-devel libXft-devel ncurses-devel openblas-devel blas-devel lapack devel atlas-devel kernel-headers unzip wget pkgconfig zip zlib-devel libcurl-devel cmake curl unzip dh-autoreconf git python-devel glog-devel protobuf-devel
+</code></pre>
+<p>构建必需的包：</p>
+<pre><code class="hljs css language-shell">sudo yum group install "Development Tools"
+</code></pre>
+<p>若要安装swig：</p>
+<pre><code class="hljs css language-shell">sudo yum install pcre-devel
+wget http://prdownloads.sourceforge.net/swig/swig-3.0.10.tar.gz
+tar xvzf swig-3.0.10.tar.gz
+cd swig-3.0.10.tar.gz
+./configure --prefix=${RUN}
+make
+make install
+</code></pre>
+<p>安装gfortran：</p>
+<pre><code class="hljs css language-shell">sudo yum install centos-release-scl-rh
+sudo yum --enablerepo=centos-sclo-rh-testing install devtoolset-7-gcc-gfortran
+</code></pre>
+<p>安装pip和其他包：</p>
+<pre><code class="hljs css language-shell">sudo yum install epel-release
+sudo yum install python-pip
+pip install matplotlib numpy pandas scikit-learn pydot
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="安装singa"></a><a href="#安装singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<p>按照《使用本地工具在Ubuntu上构建SINGA》的步骤1-5进行操作</p>
+<h3><a class="anchor" aria-hidden="true" id="测试"></a><a href="#测试" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c [...]
+<p>您可以通过如下方式进行</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> ./bin/test_singa</span>
+</code></pre>
+<p>您可以看到所有的测试案例与测试结果。如果SINGA通过了所有测试，即表示安装成功。</p>
+<h2><a class="anchor" aria-hidden="true" id="在windows中编译singa"></a><a href="#在windows中编译singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
+<p>在Windows上使用Python支持构建SINGA的说明可以在<a href="/docs/3.3.0_Chinese/install-win">install-win页面</a>找到。</p>
+<h2><a class="anchor" aria-hidden="true" id="关于编译选项的更多细节"></a><a href="#关于编译选项的更多细节" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42 [...]
+<h3><a class="anchor" aria-hidden="true" id="use_modules-已过期废弃"></a><a href="#use_modules-已过期废弃" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
+<p>如果没有安装protobuf和openblas，你可以用它们一起编译SINGA</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> In SINGA ROOT folder</span>
+<span class="hljs-meta">$</span><span class="bash"> mkdir build</span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">cd</span> build</span>
+<span class="hljs-meta">$</span><span class="bash"> cmake -DUSE_MODULES=ON ..</span>
+<span class="hljs-meta">$</span><span class="bash"> make</span>
+</code></pre>
+<p>cmake 会下载 OpenBlas 和 Protobuf (2.6.1) 并与 SINGA 一起编译。</p>
+<p>您可以使用<code>ccmake ..</code>来配置编译选项。如果一些依赖的库不在系统默认路径中，则您需要手动导出以下环境变量：</p>
+<pre><code class="hljs css language-shell">export CMAKE_INCLUDE_PATH=<path to the header file folder>
+export CMAKE_LIBRARY_PATH=<path to the lib file folder>
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="use_python"></a><a href="#use_python" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<p>编译SINGA的Python封装器选项：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> cmake -DUSE_PYTHON=ON ..</span>
+<span class="hljs-meta">$</span><span class="bash"> make</span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">cd</span> python</span>
+<span class="hljs-meta">$</span><span class="bash"> pip install .</span>
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="use_cuda"></a><a href="#use_cuda" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
+<p>我们推荐用户安装CUDA和<a href="https://developer.nvidia.com/cudnn">cuDNN</a>，以便在GPU上运行SINGA，以获得更好的性能。</p>
+<p>SINGA已经在CUDA 9/10和cuDNN 7上进行了测试。如果cuDNN安装在非系统文件夹中，例如 /home/bob/local/cudnn/，则需要执行以下命令来让cmake在编译时能够找到它们：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CMAKE_INCLUDE_PATH=/home/bob/<span class="hljs-built_in">local</span>/cudnn/include:<span class="hljs-variable">$CMAKE_INCLUDE_PATH</span></span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CMAKE_LIBRARY_PATH=/home/bob/<span class="hljs-built_in">local</span>/cudnn/lib64:<span class="hljs-variable">$CMAKE_LIBRARY_PATH</span></span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> LD_LIBRARY_PATH=/home/bob/<span class="hljs-built_in">local</span>/cudnn/lib64:<span class="hljs-variable">$LD_LIBRARY_PATH</span></span>
+</code></pre>
+<p>CUDA和cuDNN的cmake选项应该设置成“ON”：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">#</span><span class="bash"> Dependent libs are install already</span>
+<span class="hljs-meta">$</span><span class="bash"> cmake -DUSE_CUDA=ON ..</span>
+<span class="hljs-meta">$</span><span class="bash"> make</span>
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="use_dnnl"></a><a href="#use_dnnl" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
+<p>用户可以启用DNNL来提高CPU的计算性能，DNNL的安装指南可以在<a href="https://github.com/intel/mkl-dnn#installation">这里</a>找到：</p>
+<p>SINGA在DNNL v1.1环境下已经进行过测试并通过，</p>
+<p>若要启用DNNL支持来编译SINGA:</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">#</span><span class="bash"> Dependent libs are installed already</span>
+<span class="hljs-meta">$</span><span class="bash"> cmake -DUSE_DNNL=ON ..</span>
+<span class="hljs-meta">$</span><span class="bash"> make</span>
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="use_opencl"></a><a href="#use_opencl" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<p>SINGA使用opencl-headers和viennacl（版本1.7.1及以上）来支持OpenCL，它们可以通过如下方式安装：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">#</span><span class="bash"> On Ubuntu 16.04</span>
+<span class="hljs-meta">$</span><span class="bash"> sudo apt-get install opencl-headers, libviennacl-dev</span>
+<span class="hljs-meta">#</span><span class="bash"> On Fedora</span>
+<span class="hljs-meta">$</span><span class="bash"> sudo yum install opencl-headers, viennacl</span>
+</code></pre>
+<p>此外，你需要在你想运行OpenCL的平台安装OpenCL Installable Client Driver（ICD）。</p>
+<ul>
+<li>对于AMD和Nvidia的GPU，驱动包也应该安装与之匹配的OpenCL ICD。</li>
+<li>对于Intel的CPU和/或GPU，请从<a href="https://software.intel.com/en-us/articles/opencl-drivers">Intel官方网站</a>上获取驱动程序。请注意，该网站上提供的驱动程序只支持最新的CPU和Iris GPU。</li>
+<li>对于旧的Intel CPU，你可以使用beignet-opencl-icd包。</li>
+</ul>
+<p>请注意，目前不建议在CPU上运行OpenCL，因为运行速度会很慢。内存传输是以整数秒为单位的（直观来说，CPU上是1000毫秒，而GPU上是1毫秒）。</p>
+<p>更多关于建立OpenCL工作环境的信息可以在<a href="https://wiki.tiker.net/OpenCLHowTo">这里</a>找到。</p>
+<p>如果ViennaCL的软件包版本不是至少1.7.1，则需要从源码构建它：</p>
+<p>从<a href="https://github.com/viennacl/viennacl-dev">这个git repo</a>clone版本库，切换（checkout）到release-1.7.1分支，然后构建它，并把项目路径添加到PATH，再把构建的库文件添加到LD_LIBRARY_PATH。</p>
+<p>构建支持OpenCL的SINGA（在SINGA 1.1上测试）：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> cmake -DUSE_OPENCL=ON ..</span>
+<span class="hljs-meta">$</span><span class="bash"> make</span>
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="package"></a><a href="#package" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<p>这个设置是用来构建 Debian 软件包的。设置PACKAGE=ON，然后用make命令来编译软件包，如下所示：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> cmake -DPACKAGE=ON</span>
+<span class="hljs-meta">$</span><span class="bash"> make package</span>
+</code></pre>
+<h2><a class="anchor" aria-hidden="true" id="faq"></a><a href="#faq" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
+<ul>
+<li><p>Q: 'import singa'阶段报错</p>
+<p>A: 请检查<code>python -c "from singa import _singa_wrap</code>中的详细错误。有时是由依赖库引起的，比如protobuf有多个版本，cudnn缺失，numpy版本不匹配等问题。下面展示了不同情况下的解决方案</p>
+<ol>
+<li><p>检查cudnn和cuda。如果cudnn缺失或与wheel包的版本不一致，你可以下载正确的cudnn版本到~/local/cudnn/，然后：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">echo</span> <span class="hljs-string">"export LD_LIBRARY_PATH=/home/<yourname>/local/cudnn/lib64:<span class="hljs-variable">$LD_LIBRARY_PATH</span>"</span> >> ~/.bashrc</span>
+</code></pre></li>
+<li><p>如果是protobuf的问题。你可以将protobuf (3.6.1)从源码安装到本地文件夹，比如 ~/local/，解压tar文件，然后：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> ./configure --prefix=/home/<yourname><span class="hljs-built_in">local</span></span>
+<span class="hljs-meta">$</span><span class="bash"> make && make install</span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">echo</span> <span class="hljs-string">"export LD_LIBRARY_PATH=/home/<yourname>/local/lib:<span class="hljs-variable">$LD_LIBRARY_PATH</span>"</span> >> ~/.bashrc</span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">source</span> ~/.bashrc</span>
+</code></pre></li>
+<li><p>如果找不到包括python在内的其他类库，则使用<code>pip</code>或<code>conda</code>创建虚拟环境.</p></li>
+<li><p>如果不是上述原因造成的，请到<code>_singa_wrap.so</code>文件夹中查看：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python</span>
+<span class="hljs-meta">></span><span class="bash">> import importlib</span>
+<span class="hljs-meta">></span><span class="bash">> importlib.import_module(<span class="hljs-string">'_singa_wrap'</span>)</span>
+</code></pre>
+<p>来检查错误信息。例如，如果是numpy的版本不匹配，错误信息会是：</p>
+<pre><code class="hljs css language-shell">RuntimeError: module compiled against API version 0xb but this version of numpy is 0xa
+</code></pre>
+<p>那么你就需要更新numpy到更高版本。</p></li>
+</ol></li>
+</ul>
+<ul>
+<li><p>Q: 运行<code>cmake ...</code>时出错，找不到依赖库。</p>
+<p>A: 如果你还没有安装这些依赖库，请先安装它们。如果你在系统文件夹之外的文件夹中安装了库，例如/usr/local，那您需要手动导出以下变量:</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CMAKE_INCLUDE_PATH=<path to your header file folder></span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CMAKE_LIBRARY_PATH=<path to your lib file folder></span>
+</code></pre></li>
+</ul>
+<ul>
+<li><p>Q: 来自<code>make</code>的错误，例如linking阶段的错误.</p>
+<p>A: 如果您的库文件在系统默认路径以外的其他文件夹中，则需要手动导出以下变量。</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> LIBRARY_PATH=<path to your lib file folder></span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> LD_LIBRARY_PATH=<path to your lib file folder></span>
+</code></pre></li>
+</ul>
+<ul>
+<li><p>Q: 来自头文件的错误，例如'cblas.h文件不存在'</p>
+<p>A: 您需要手动将cblas.h的文件夹包含在CPLUS_INCLUDE_PATH中，例如：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">export</span> CPLUS_INCLUDE_PATH=/opt/OpenBLAS/include:<span class="hljs-variable">$CPLUS_INCLUDE_PATH</span></span>
+</code></pre></li>
+<li><p>Q: 在编译SINGA时，我收到错误信息<code>SSE2 instruction set not enabled</code></p>
+<p>A:您可以尝试如下指令:</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> make CFLAGS=<span class="hljs-string">'-msse2'</span> CXXFLAGS=<span class="hljs-string">'-msse2'</span></span>
+</code></pre></li>
+<li><p>Q:当试图导入.py文件时，从google.protobuf.internal收到<code>ImportError: cannot import name enum_type_wrapper</code>。</p>
+<p>A: 您需要安装protobuf的Python绑定包，它可以通过如下方式安装：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> sudo apt-get install protobuf</span>
+</code></pre>
+<p>或从源文件编译：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">cd</span> /PROTOBUF/SOURCE/FOLDER</span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">cd</span> python</span>
+<span class="hljs-meta">$</span><span class="bash"> python setup.py build</span>
+<span class="hljs-meta">$</span><span class="bash"> python setup.py install</span>
+</code></pre></li>
+<li><p>Q: 当我从源码构建OpenBLAS时，被告知需要一个Fortran编译器。</p>
+<p>A: 您可以通过如下方式编译OpenBLAS：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> make ONLY_CBLAS=1</span>
+</code></pre>
+<p>或者通过如下方式安装：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> sudo apt-get install libopenblas-dev</span>
+</code></pre></li>
+<li><p>Q: 当我构建协议缓冲区时，它报告说在<code>/usr/lib64/libstdc++.so.6</code>中没有找到<code>GLIBC++_3.4.20</code>？</p>
+<p>A: 这意味着链接器找到了libstdc++.so.6，但该库属于旧的GCC（用于编译和链接程序的GCC）版本。此程序依赖于新的libstdc++中定义的代码，而该代码属于较新版本的GCC，所以必须告诉链接器如何找到较新的libstdc++共享库。最简单的解决方法是找到正确的libstdc++，并将其导出到LD_LIBRARY_PATH。例如，如果下面命令的输出中列出了GLIBC++_3.4.20：</p>
+<pre><code class="hljs"> $ strings /usr/local/lib64/libstdc++.so.6|grep GLIBC++
+</code></pre>
+<p>那么接下来需要设置环境变量为：</p>
+<pre><code class="hljs"> $ export LD_LIBRARY_PATH=/usr/local/lib64:$LD_LIBRARY_PATH
+</code></pre></li>
+<li><p>Q: 当构建glog时，报告说 "src/logging_unittest.cc:83:20: error: 'gflags' is not a namespace-name"。</p>
+<p>A: 可能是由于安装的gflags用了不同的命名空间，比如 "google"，所以glog找不到'gflags'的命名空间。实际上建立glog并不需要gflags，所以你可以修改configure.ac文件来忽略gflags。</p>
+<pre><code class="hljs"> 1. cd to glog src directory
+ 2. change line 125 of configure.ac to "AC_CHECK_LIB(gflags, main, ac_cv_have_libgflags=0, ac_cv_have_libgflags=0)"
+ 3. autoreconf
+</code></pre>
+<p>执行上述命令后，就可以重新构建glog了。</p></li>
+<li><p>Q: 在使用虚拟环境时，每次运行pip install，都会重新安装numpy。但是，当运行<code>import numpy</code>时，numpy并没有被调用。</p>
+<p>A: 可能是由于<code>PYTHONPATH</code>造成的，在使用虚拟环境时，应将<code>PYTHONPATH</code>设置为空，以避免与虚拟环境本身的路径冲突。</p></li>
+<li><p>Q: 当从源代码编译PySINGA时，由于缺少<numpy/objectarray.h>，出现的编译错误。</p>
+<p>A: 请安装numpy并导出numpy头文件的路径为</p>
+<pre><code class="hljs"> $ export CPLUS_INCLUDE_PATH=`python -c "import numpy; print numpy.get_include()"`:$CPLUS_INCLUDE_PATH
+</code></pre></li>
+<li><p>Q: 当我在Mac OS X中运行SINGA时，报错 "Fatal Python error:
+PyThreadState_Get: no current thread Abort trap: 6"</p>
+<p>A: 这个错误通常发生在系统上有多个版本的Python，并且是通过pip安装的SINGA (通过conda安装时不会出现这个问题)，例如，操作系统自带的版本和Homebrew安装的版本。PySINGA所链接的Python必须与Python解释器（interpreter）相同。 您可以通过 <code>which python</code> 检查您的解释器路径并通过<code>otool -L <path to _singa_wrap.so></code>检查PySINGA链接的Python路径。要解决这个问题，请用正确的 Python 版本编译 SINGA。需要注意的是，如果您从源码编译 PySINGA，您需要在调用<a href="http://stackoverflow.com/questions/15291500/i-have-2-versions-of-python-installed-but-cmake-is-using-older-version-how-do">cmake</a>时指定路径：</p></li>
+</ul>
+<pre><code class="hljs"> $ cmake -DPYTHON_LIBRARY=`python-config --prefix`/lib/libpython2.7.dylib -DPYTHON_INCLUDE_DIR=`python-config --prefix`/include/python2.7/ ..
+</code></pre>
+<p>如果从二进制包中安装PySINGA，例如debian或wheel，那么你需要改变python解释器的路径，例如，重新设置$PATH，并把Python的正确路径放在前面的位置。</p>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/downloads"><span class="arrow-prev">← </span><span>Download SINGA</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/contribute-code"><span>How to Contribute Code</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用conda构筑singa">使用Conda构筑SINGA</a><ul class="toc-headings"><li><a href="#构建cpu版本"> [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
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+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
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diff --git a/content/docs/3.3.0_Chinese/contribute-code.html b/content/docs/3.3.0_Chinese/contribute-code.html
new file mode 100644
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--- /dev/null
+++ b/content/docs/3.3.0_Chinese/contribute-code.html
@@ -0,0 +1,166 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Contribute Code · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding cop [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/contribute-code.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">How to Contribute Code</h1></header><article><div><span><!-- Licensed to the Apache Software Foundation (ASF) under one or more [...]
+<h2><a class="anchor" aria-hidden="true" id="代码风格"></a><a href="#代码风格" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<p>SINGA代码库在<a href="http://google-styleguide.googlecode.com/svn/trunk/cppguide.xml">CPP</a>和<a href="http://google.github.io/styleguide/pyguide.html">Python</a>代码中都遵循Google风格。</p>
+<p>强制执行Google编码风格的一个简单方法是使用Visual Studio Code编辑器中的linting和格式化工具:</p>
+<ul>
+<li><a href="https://marketplace.visualstudio.com/items?itemName=ms-vscode.cpptools">C/C++扩展</a></li>
+<li><a href="https://marketplace.visualstudio.com/items?itemName=ms-python.python">Python扩展</a></li>
+<li><a href="https://marketplace.visualstudio.com/items?itemName=mine.cpplint">cpplint扩展</a></li>
+<li><a href="https://marketplace.visualstudio.com/items?itemName=xaver.clang-format">Clang-Format</a></li>
+</ul>
+<p>安装扩展后，编辑<code>settings.json</code>文件：</p>
+<pre><code class="hljs css language-json">{
+ <span class="hljs-attr">"[cpp]"</span>: {
+ <span class="hljs-attr">"editor.defaultFormatter"</span>: <span class="hljs-string">"xaver.clang-format"</span>
+ },
+ <span class="hljs-attr">"cpplint.cpplintPath"</span>: <span class="hljs-string">"path/to/cpplint"</span>,
+
+ <span class="hljs-attr">"editor.formatOnSave"</span>: <span class="hljs-literal">true</span>,
+ <span class="hljs-attr">"python.formatting.provider"</span>: <span class="hljs-string">"yapf"</span>,
+ <span class="hljs-attr">"python.linting.enabled"</span>: <span class="hljs-literal">true</span>,
+ <span class="hljs-attr">"python.linting.lintOnSave"</span>: <span class="hljs-literal">true</span>,
+ <span class="hljs-attr">"clang-format.language.cpp.style"</span>: <span class="hljs-string">"google"</span>,
+ <span class="hljs-attr">"python.formatting.yapfArgs"</span>: [<span class="hljs-string">"--style"</span>, <span class="hljs-string">"{based_on_style: google}"</span>]
+}
+</code></pre>
+<p>根据您的操作系统，用户设置文件位于以下位置：</p>
+<ol>
+<li>Windows %APPDATA%\Code\User\settings.json</li>
+<li>macOS "$HOME/Library/Application Support/Code/User/settings.json"</li>
+<li>Linux "$HOME/.config/Code/User/settings.json"</li>
+</ol>
+<p>配置是在相应的配置文件中指定的。而这些工具会自动查找项目根目录下的配置文件，比如<code>.pylintrc</code>。</p>
+<h4><a class="anchor" aria-hidden="true" id="安装必要工具"></a><a href="#安装必要工具" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2. [...]
+<p>最理想的情况是所有贡献者都使用相同版本的代码格式化工具（clang-format 9.0.0和yapf 0.29.0），这样在不同PR中的代码格式化就会完全相同，从而摆脱github pull request冲突。</p>
+<p>首先，安装LLVM 9.0，它提供了clang-format 9.0.0版本，LLVM的下载页面如下:</p>
+<ul>
+<li><p><a href="http://releases.llvm.org/download.html#9.0.0">LLVM</a></p>
+<ul>
+<li><p>Ubuntu系统：</p>
+<pre><code class="hljs css language-sh">sudo apt-get install clang-format-9
+</code></pre></li>
+<li><p>Windows系统，下载预编译包并安装。</p></li>
+</ul></li>
+</ul>
+<p>然后，安装cpplint, pylint和yapf</p>
+<ul>
+<li><p>Ubuntu或OSX:</p>
+<pre><code class="hljs"><span class="hljs-meta">$</span><span class="bash"> sudo pip install cpplint</span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">which</span> cpplint</span>
+/path/to/cpplint
+<span class="hljs-meta">
+$</span><span class="bash"> pip install yapf==0.29.0</span>
+<span class="hljs-meta">$</span><span class="bash"> pip install pylint</span>
+</code></pre></li>
+<li><p>Windows: 安装Anaconda进行包管理</p>
+<pre><code class="hljs">$ pip <span class="hljs-keyword">install</span> cpplint
+$ <span class="hljs-keyword">where</span> cpplint
+C:/<span class="hljs-keyword">path</span>/<span class="hljs-keyword">to</span>/cpplint.exe
+
+$ pip <span class="hljs-keyword">install</span> yapf==<span class="hljs-number">0.29</span><span class="hljs-number">.0</span>
+$ pip <span class="hljs-keyword">install</span> pylint
+</code></pre></li>
+</ul>
+<h4><a class="anchor" aria-hidden="true" id="使用"></a><a href="#使用" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c [...]
+<ul>
+<li>配置后，在编辑源代码文件时，linting会自动启用。错误和警告会在Visual Studio Code <code>PROBLEMS</code>面板中列出。</li>
+<li>代码格式化可以通过调出Command Palette(Windows中为<code>Shift+Ctrl+P</code>，OS X中为<code>Shift+Command+P</code>)并输入<code>Format Document</code>来完成。</li>
+</ul>
+<h4><a class="anchor" aria-hidden="true" id="提交"></a><a href="#提交" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c [...]
+<p>修正格式错误以后就可以提交pull request了。</p>
+<h2><a class="anchor" aria-hidden="true" id="开发环境"></a><a href="#开发环境" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<p>推荐使用Visual Studio Code作为编辑器。可以安装Python、C/C++、代码拼写检查器、autoDocstring、vim、远程开发等扩展。这些扩展的参考配置（即<code>settings.json</code>）可以在<a href="https://gist.github.com/nudles/3d23cfb6ffb30ca7636c45fe60278c55">这里</a>查看。</p>
+<p>如果更新CPP代码，需要从<a href="/docs/3.3.0_Chinese/build">源文件</a>重新编译SINGA。建议使用<code>*-devel Docker</code>镜像中的原生构建工具或使用<code>conda build</code>。</p>
+<p>如果要只更新Python代码，您可以安装一次SINGA，然后复制更新后的Python文件来替换Python安装文件夹中的文件。</p>
+<pre><code class="hljs css language-shell">cp python/singa/xx.py <path to conda>/lib/python3.7/site-packages/singa/
+</code></pre>
+<h2><a class="anchor" aria-hidden="true" id="工作流程"></a><a href="#工作流程" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<p>请参阅<a href="/docs/3.3.0_Chinese/git-workflow">git工作流程页面</a>.</p>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#代码风格">代码风格</a></li><li><a href="#开发环境">开发环境</a></li><li><a href=" [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
\ No newline at end of file
diff --git a/content/docs/3.3.0_Chinese/contribute-code/index.html b/content/docs/3.3.0_Chinese/contribute-code/index.html
new file mode 100644
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--- /dev/null
+++ b/content/docs/3.3.0_Chinese/contribute-code/index.html
@@ -0,0 +1,166 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Contribute Code · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding cop [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/contribute-code.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">How to Contribute Code</h1></header><article><div><span><!-- Licensed to the Apache Software Foundation (ASF) under one or more [...]
+<h2><a class="anchor" aria-hidden="true" id="代码风格"></a><a href="#代码风格" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<p>SINGA代码库在<a href="http://google-styleguide.googlecode.com/svn/trunk/cppguide.xml">CPP</a>和<a href="http://google.github.io/styleguide/pyguide.html">Python</a>代码中都遵循Google风格。</p>
+<p>强制执行Google编码风格的一个简单方法是使用Visual Studio Code编辑器中的linting和格式化工具:</p>
+<ul>
+<li><a href="https://marketplace.visualstudio.com/items?itemName=ms-vscode.cpptools">C/C++扩展</a></li>
+<li><a href="https://marketplace.visualstudio.com/items?itemName=ms-python.python">Python扩展</a></li>
+<li><a href="https://marketplace.visualstudio.com/items?itemName=mine.cpplint">cpplint扩展</a></li>
+<li><a href="https://marketplace.visualstudio.com/items?itemName=xaver.clang-format">Clang-Format</a></li>
+</ul>
+<p>安装扩展后，编辑<code>settings.json</code>文件：</p>
+<pre><code class="hljs css language-json">{
+ <span class="hljs-attr">"[cpp]"</span>: {
+ <span class="hljs-attr">"editor.defaultFormatter"</span>: <span class="hljs-string">"xaver.clang-format"</span>
+ },
+ <span class="hljs-attr">"cpplint.cpplintPath"</span>: <span class="hljs-string">"path/to/cpplint"</span>,
+
+ <span class="hljs-attr">"editor.formatOnSave"</span>: <span class="hljs-literal">true</span>,
+ <span class="hljs-attr">"python.formatting.provider"</span>: <span class="hljs-string">"yapf"</span>,
+ <span class="hljs-attr">"python.linting.enabled"</span>: <span class="hljs-literal">true</span>,
+ <span class="hljs-attr">"python.linting.lintOnSave"</span>: <span class="hljs-literal">true</span>,
+ <span class="hljs-attr">"clang-format.language.cpp.style"</span>: <span class="hljs-string">"google"</span>,
+ <span class="hljs-attr">"python.formatting.yapfArgs"</span>: [<span class="hljs-string">"--style"</span>, <span class="hljs-string">"{based_on_style: google}"</span>]
+}
+</code></pre>
+<p>根据您的操作系统，用户设置文件位于以下位置：</p>
+<ol>
+<li>Windows %APPDATA%\Code\User\settings.json</li>
+<li>macOS "$HOME/Library/Application Support/Code/User/settings.json"</li>
+<li>Linux "$HOME/.config/Code/User/settings.json"</li>
+</ol>
+<p>配置是在相应的配置文件中指定的。而这些工具会自动查找项目根目录下的配置文件，比如<code>.pylintrc</code>。</p>
+<h4><a class="anchor" aria-hidden="true" id="安装必要工具"></a><a href="#安装必要工具" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2. [...]
+<p>最理想的情况是所有贡献者都使用相同版本的代码格式化工具（clang-format 9.0.0和yapf 0.29.0），这样在不同PR中的代码格式化就会完全相同，从而摆脱github pull request冲突。</p>
+<p>首先，安装LLVM 9.0，它提供了clang-format 9.0.0版本，LLVM的下载页面如下:</p>
+<ul>
+<li><p><a href="http://releases.llvm.org/download.html#9.0.0">LLVM</a></p>
+<ul>
+<li><p>Ubuntu系统：</p>
+<pre><code class="hljs css language-sh">sudo apt-get install clang-format-9
+</code></pre></li>
+<li><p>Windows系统，下载预编译包并安装。</p></li>
+</ul></li>
+</ul>
+<p>然后，安装cpplint, pylint和yapf</p>
+<ul>
+<li><p>Ubuntu或OSX:</p>
+<pre><code class="hljs"><span class="hljs-meta">$</span><span class="bash"> sudo pip install cpplint</span>
+<span class="hljs-meta">$</span><span class="bash"> <span class="hljs-built_in">which</span> cpplint</span>
+/path/to/cpplint
+<span class="hljs-meta">
+$</span><span class="bash"> pip install yapf==0.29.0</span>
+<span class="hljs-meta">$</span><span class="bash"> pip install pylint</span>
+</code></pre></li>
+<li><p>Windows: 安装Anaconda进行包管理</p>
+<pre><code class="hljs">$ pip <span class="hljs-keyword">install</span> cpplint
+$ <span class="hljs-keyword">where</span> cpplint
+C:/<span class="hljs-keyword">path</span>/<span class="hljs-keyword">to</span>/cpplint.exe
+
+$ pip <span class="hljs-keyword">install</span> yapf==<span class="hljs-number">0.29</span><span class="hljs-number">.0</span>
+$ pip <span class="hljs-keyword">install</span> pylint
+</code></pre></li>
+</ul>
+<h4><a class="anchor" aria-hidden="true" id="使用"></a><a href="#使用" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c [...]
+<ul>
+<li>配置后，在编辑源代码文件时，linting会自动启用。错误和警告会在Visual Studio Code <code>PROBLEMS</code>面板中列出。</li>
+<li>代码格式化可以通过调出Command Palette(Windows中为<code>Shift+Ctrl+P</code>，OS X中为<code>Shift+Command+P</code>)并输入<code>Format Document</code>来完成。</li>
+</ul>
+<h4><a class="anchor" aria-hidden="true" id="提交"></a><a href="#提交" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c [...]
+<p>修正格式错误以后就可以提交pull request了。</p>
+<h2><a class="anchor" aria-hidden="true" id="开发环境"></a><a href="#开发环境" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<p>推荐使用Visual Studio Code作为编辑器。可以安装Python、C/C++、代码拼写检查器、autoDocstring、vim、远程开发等扩展。这些扩展的参考配置（即<code>settings.json</code>）可以在<a href="https://gist.github.com/nudles/3d23cfb6ffb30ca7636c45fe60278c55">这里</a>查看。</p>
+<p>如果更新CPP代码，需要从<a href="/docs/3.3.0_Chinese/build">源文件</a>重新编译SINGA。建议使用<code>*-devel Docker</code>镜像中的原生构建工具或使用<code>conda build</code>。</p>
+<p>如果要只更新Python代码，您可以安装一次SINGA，然后复制更新后的Python文件来替换Python安装文件夹中的文件。</p>
+<pre><code class="hljs css language-shell">cp python/singa/xx.py <path to conda>/lib/python3.7/site-packages/singa/
+</code></pre>
+<h2><a class="anchor" aria-hidden="true" id="工作流程"></a><a href="#工作流程" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<p>请参阅<a href="/docs/3.3.0_Chinese/git-workflow">git工作流程页面</a>.</p>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/build"><span class="arrow-prev">← </span><span>Build SINGA from Source</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/contribute-docs"><span>How to Contribute to Documentation</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#代码风格">代码风格</a></li><li><a href="#开发环境">开发环境</a></li><li><a href=" [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
\ No newline at end of file
diff --git a/content/docs/3.3.0_Chinese/contribute-docs.html b/content/docs/3.3.0_Chinese/contribute-docs.html
new file mode 100644
index 0000000..f95b342
--- /dev/null
+++ b/content/docs/3.3.0_Chinese/contribute-docs.html
@@ -0,0 +1,144 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Contribute to Documentation · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information r [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/contribute-docs.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">How to Contribute to Documentation</h1></header><article><div><span><!-- Licensed to the Apache Software Foundation (ASF) under [...]
+<p>文档有两种类型，即markdown文件和API使用参考。本指南介绍了一些工具，并指导如何准备md文件和API注释。</p>
+<p>md文件将通过<a href="https://docusaurus.io/">Docusaurus</a>构建成HTML页面；API注释（来自源代码）将用于使用Sphinx（对应Python）和Doxygen（对应CPP）生成API参考页面。</p>
+<h2><a class="anchor" aria-hidden="true" id="markdown文件"></a><a href="#markdown文件" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<p>请尽量遵循<a href="https://developers.google.com/style">Google Documentation style</a>。例如：</p>
+<ol>
+<li>删除指令中的"please"。如：'Please click...' VS 'Click...'。</li>
+<li>遵循标准的<a href="https://owl.purdue.edu/owl/general_writing/mechanics/help_with_capitals.html">大小写规则</a>。</li>
+<li>在说明中用"you"代替"we"。</li>
+<li>使用现在时态，避免使用<code>will</code>。</li>
+<li>尽量使用主动语态而不是被动。</li>
+</ol>
+<p>此外，为了使文件一致：</p>
+<ol>
+<li>句子不宜过长, e.g., 长度<=80</li>
+<li>尽量使用相对路径，假设我们在repo的根目录下，例如，<code>doc-site/docs</code>指的是<code>singa-doc/docs-site/docs</code>。</li>
+<li>使用背标将命令、路径、类函数和变量亮出来，例如，<code>Tensor</code>, <code>singa-doc/docs-site/docs</code>。</li>
+<li>为了突出其他术语/概念，使用 <em>斜体</em> or <strong>加粗</strong></li>
+</ol>
+<p>本项目使用的<a href="https://prettier.io/">prettier tool</a>会在我们进行git提交时，根据<a href="https://github.com/apache/singa-doc/blob/master/docs-site/.prettierrc">配置</a>自动格式化代码。例如，它会将markdown文件中的文本最多折叠成80个字符（注释行除外）。</p>
+<p>在介绍一个概念（如<code>Tensor</code>类）时，要提供概述（目的和与其他概念的关系）、API和例子，还可以用Google colab来演示其用法。</p>
+<p>详细的编辑md文件和建立网站的方法请参考<a href="https://github.com/apache/singa-doc/tree/master/docs-site">本页面</a>。</p>
+<h2><a class="anchor" aria-hidden="true" id="api-references"></a><a href="#api-references" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0- [...]
+<h3><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<p>请遵循<a href="https://google.github.io/styleguide/cppguide.html#Comments">Google CPP注释风格</a>.</p>
+<p>要生成文档，请从doc文件夹中运行 "doxygen"（推荐使用Doxygen >= 1.8）。</p>
+<h3><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<p>请遵循<a href="http://google.github.io/styleguide/pyguide.html#38-comments-and-docstrings">Google Python DocString风格</a>.</p>
+<h2><a class="anchor" aria-hidden="true" id="visual-studio-code-vscode"></a><a href="#visual-studio-code-vscode" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c [...]
+<p>如果你使用vscode作为编辑器，我们推荐使用以下插件。</p>
+<h3><a class="anchor" aria-hidden="true" id="docstring-snippet"></a><a href="#docstring-snippet" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
+<p><a href="https://marketplace.visualstudio.com/items?itemName=njpwerner.autodocstring">autoDocstring</a>生成函数、类等的docstring，要注意选择使用<code>google</code>的docString格式。</p>
+<h3><a class="anchor" aria-hidden="true" id="spell-check"></a><a href="#spell-check" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42 [...]
+<p><a href="https://marketplace.visualstudio.com/items?itemName=streetsidesoftware.code-spell-checker">Code Spell Checker</a>可以用来检查代码的注释，或<code>.md</code>和<code>.rst</code>文件。</p>
+<p>要只对Python代码的注释进行拼写检查，可以在<code>File - Preferences - User Snippets - python.json</code>中添加以下代码段：</p>
+<pre><code class="hljs">"cspell check" : {
+"prefix": "cspell",
+"body": [
+ "# Directives for doing spell check only for python and c/cpp comments",
+ "# cSpell:includeRegExp #.* ",
+ "# cSpell:includeRegExp (\"\"\"|''')[^\1]*\1",
+ "# cSpell: CStyleComment",
+],
+"description": "# spell check only for python comments"
+}
+</code></pre>
+<p>如果要只对Cpp代码的注释进行拼写检查，可以在<code>File - Preferences - User Snippets - cpp.json</code>中添加以下代码段：</p>
+<pre><code class="hljs">"cspell check" : {
+"prefix": "cspell",
+"body": [
+ "// Directive for doing spell check only for cpp comments",
+ "// cSpell:includeRegExp CStyleComment",
+],
+"description": "# spell check only for cpp comments"
+}
+</code></pre>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown文件">Markdown文件</a></li><li><a href="#api-references">API Re [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
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+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
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+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
\ No newline at end of file
diff --git a/content/docs/3.3.0_Chinese/contribute-docs/index.html b/content/docs/3.3.0_Chinese/contribute-docs/index.html
new file mode 100644
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--- /dev/null
+++ b/content/docs/3.3.0_Chinese/contribute-docs/index.html
@@ -0,0 +1,144 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Contribute to Documentation · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information r [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/contribute-docs.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">How to Contribute to Documentation</h1></header><article><div><span><!-- Licensed to the Apache Software Foundation (ASF) under [...]
+<p>文档有两种类型，即markdown文件和API使用参考。本指南介绍了一些工具，并指导如何准备md文件和API注释。</p>
+<p>md文件将通过<a href="https://docusaurus.io/">Docusaurus</a>构建成HTML页面；API注释（来自源代码）将用于使用Sphinx（对应Python）和Doxygen（对应CPP）生成API参考页面。</p>
+<h2><a class="anchor" aria-hidden="true" id="markdown文件"></a><a href="#markdown文件" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<p>请尽量遵循<a href="https://developers.google.com/style">Google Documentation style</a>。例如：</p>
+<ol>
+<li>删除指令中的"please"。如：'Please click...' VS 'Click...'。</li>
+<li>遵循标准的<a href="https://owl.purdue.edu/owl/general_writing/mechanics/help_with_capitals.html">大小写规则</a>。</li>
+<li>在说明中用"you"代替"we"。</li>
+<li>使用现在时态，避免使用<code>will</code>。</li>
+<li>尽量使用主动语态而不是被动。</li>
+</ol>
+<p>此外，为了使文件一致：</p>
+<ol>
+<li>句子不宜过长, e.g., 长度<=80</li>
+<li>尽量使用相对路径，假设我们在repo的根目录下，例如，<code>doc-site/docs</code>指的是<code>singa-doc/docs-site/docs</code>。</li>
+<li>使用背标将命令、路径、类函数和变量亮出来，例如，<code>Tensor</code>, <code>singa-doc/docs-site/docs</code>。</li>
+<li>为了突出其他术语/概念，使用 <em>斜体</em> or <strong>加粗</strong></li>
+</ol>
+<p>本项目使用的<a href="https://prettier.io/">prettier tool</a>会在我们进行git提交时，根据<a href="https://github.com/apache/singa-doc/blob/master/docs-site/.prettierrc">配置</a>自动格式化代码。例如，它会将markdown文件中的文本最多折叠成80个字符（注释行除外）。</p>
+<p>在介绍一个概念（如<code>Tensor</code>类）时，要提供概述（目的和与其他概念的关系）、API和例子，还可以用Google colab来演示其用法。</p>
+<p>详细的编辑md文件和建立网站的方法请参考<a href="https://github.com/apache/singa-doc/tree/master/docs-site">本页面</a>。</p>
+<h2><a class="anchor" aria-hidden="true" id="api-references"></a><a href="#api-references" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0- [...]
+<h3><a class="anchor" aria-hidden="true" id="cpp-api"></a><a href="#cpp-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<p>请遵循<a href="https://google.github.io/styleguide/cppguide.html#Comments">Google CPP注释风格</a>.</p>
+<p>要生成文档，请从doc文件夹中运行 "doxygen"（推荐使用Doxygen >= 1.8）。</p>
+<h3><a class="anchor" aria-hidden="true" id="python-api"></a><a href="#python-api" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<p>请遵循<a href="http://google.github.io/styleguide/pyguide.html#38-comments-and-docstrings">Google Python DocString风格</a>.</p>
+<h2><a class="anchor" aria-hidden="true" id="visual-studio-code-vscode"></a><a href="#visual-studio-code-vscode" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c [...]
+<p>如果你使用vscode作为编辑器，我们推荐使用以下插件。</p>
+<h3><a class="anchor" aria-hidden="true" id="docstring-snippet"></a><a href="#docstring-snippet" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
+<p><a href="https://marketplace.visualstudio.com/items?itemName=njpwerner.autodocstring">autoDocstring</a>生成函数、类等的docstring，要注意选择使用<code>google</code>的docString格式。</p>
+<h3><a class="anchor" aria-hidden="true" id="spell-check"></a><a href="#spell-check" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42 [...]
+<p><a href="https://marketplace.visualstudio.com/items?itemName=streetsidesoftware.code-spell-checker">Code Spell Checker</a>可以用来检查代码的注释，或<code>.md</code>和<code>.rst</code>文件。</p>
+<p>要只对Python代码的注释进行拼写检查，可以在<code>File - Preferences - User Snippets - python.json</code>中添加以下代码段：</p>
+<pre><code class="hljs">"cspell check" : {
+"prefix": "cspell",
+"body": [
+ "# Directives for doing spell check only for python and c/cpp comments",
+ "# cSpell:includeRegExp #.* ",
+ "# cSpell:includeRegExp (\"\"\"|''')[^\1]*\1",
+ "# cSpell: CStyleComment",
+],
+"description": "# spell check only for python comments"
+}
+</code></pre>
+<p>如果要只对Cpp代码的注释进行拼写检查，可以在<code>File - Preferences - User Snippets - cpp.json</code>中添加以下代码段：</p>
+<pre><code class="hljs">"cspell check" : {
+"prefix": "cspell",
+"body": [
+ "// Directive for doing spell check only for cpp comments",
+ "// cSpell:includeRegExp CStyleComment",
+],
+"description": "# spell check only for cpp comments"
+}
+</code></pre>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/contribute-code"><span class="arrow-prev">← </span><span>How to Contribute Code</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/how-to-release"><span>How to Prepare a Release</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#markdown文件">Markdown文件</a></li><li><a href="#api-references">API Re [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
\ No newline at end of file
diff --git a/content/docs/3.3.0_Chinese/device.html b/content/docs/3.3.0_Chinese/device.html
new file mode 100644
index 0000000..aedd59f
--- /dev/null
+++ b/content/docs/3.3.0_Chinese/device.html
@@ -0,0 +1,105 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Device · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownershi [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/device.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Device</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agre [...]
+<p>Device代表一个有内存和计算单元的硬件设备。所有的<a href="./tensor">Tensor操作</a>都由常驻设备安排执行的，Tensor内存也由设备的内存管理器管理。因此，需要在Device类中实现内存和执行的优化。</p>
+<h2><a class="anchor" aria-hidden="true" id="特定设备"></a><a href="#特定设备" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<p>目前，SINGA支持三种设备：</p>
+<ol>
+<li>CudaGPU：用于运行Cuda代码的Nvidia GPU。</li>
+<li>CppCPU：用于运行Cpp代码的CPU。</li>
+<li>OpenclGPU：用于运行OpenCL代码的GPU卡。</li>
+</ol>
+<h2><a class="anchor" aria-hidden="true" id="用法示例"></a><a href="#用法示例" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<p>下面的代码提供了创建设备的例子：</p>
+<pre><code class="hljs css language-python"><span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> device
+cuda = device.create_cuda_gpu_on(<span class="hljs-number">0</span>) <span class="hljs-comment"># use GPU card of ID 0</span>
+host = device.get_default_device() <span class="hljs-comment"># get the default host device (a CppCPU)</span>
+ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>) <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
+ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>]) <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
+</code></pre>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#特定设备">特定设备</a></li><li><a href="#用法示例">用法示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><secti [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
\ No newline at end of file
diff --git a/content/docs/3.3.0_Chinese/device/index.html b/content/docs/3.3.0_Chinese/device/index.html
new file mode 100644
index 0000000..aedd59f
--- /dev/null
+++ b/content/docs/3.3.0_Chinese/device/index.html
@@ -0,0 +1,105 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Device · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownershi [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/device.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Device</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agre [...]
+<p>Device代表一个有内存和计算单元的硬件设备。所有的<a href="./tensor">Tensor操作</a>都由常驻设备安排执行的，Tensor内存也由设备的内存管理器管理。因此，需要在Device类中实现内存和执行的优化。</p>
+<h2><a class="anchor" aria-hidden="true" id="特定设备"></a><a href="#特定设备" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<p>目前，SINGA支持三种设备：</p>
+<ol>
+<li>CudaGPU：用于运行Cuda代码的Nvidia GPU。</li>
+<li>CppCPU：用于运行Cpp代码的CPU。</li>
+<li>OpenclGPU：用于运行OpenCL代码的GPU卡。</li>
+</ol>
+<h2><a class="anchor" aria-hidden="true" id="用法示例"></a><a href="#用法示例" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<p>下面的代码提供了创建设备的例子：</p>
+<pre><code class="hljs css language-python"><span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> device
+cuda = device.create_cuda_gpu_on(<span class="hljs-number">0</span>) <span class="hljs-comment"># use GPU card of ID 0</span>
+host = device.get_default_device() <span class="hljs-comment"># get the default host device (a CppCPU)</span>
+ary1 = device.create_cuda_gpus(<span class="hljs-number">2</span>) <span class="hljs-comment"># create 2 devices, starting from ID 0</span>
+ary2 = device.create_cuda_gpus([<span class="hljs-number">0</span>,<span class="hljs-number">2</span>]) <span class="hljs-comment"># create 2 devices on ID 0 and 2</span>
+</code></pre>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/examples"><span class="arrow-prev">← </span><span>Examples</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/tensor"><span>Tensor</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#特定设备">特定设备</a></li><li><a href="#用法示例">用法示例</a></li></ul></nav></div><footer class="nav-footer" id="footer"><secti [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
\ No newline at end of file
diff --git a/content/docs/2.0.0/dist-train.html b/content/docs/3.3.0_Chinese/dist-train.html
similarity index 72%
copy from content/docs/2.0.0/dist-train.html
copy to content/docs/3.3.0_Chinese/dist-train.html
index 9600968..2a78cc2 100644
--- a/content/docs/2.0.0/dist-train.html
+++ b/content/docs/3.3.0_Chinese/dist-train.html
@@ -1,10 +1,66 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Distributed Training · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copy [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Distributed Training · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copy [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>2.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/dist-train.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Distributed Training</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contri [...]
<p>SINGA支持跨多个GPU的数据并行训练（在单个节点上或跨不同节点）。下图说明了数据并行训练的情况：</p>
<p><img src="/docs/assets/MPI.png" alt="MPI.png"></p>
<p>在分布式训练中，每个进程(称为worker)在单个GPU上运行一个训练脚本，每个进程都有一个单独的通信等级，训练数据被分发给各个worker，模型在每个worker上被复制。在每次迭代中，worker从其分区中读取数据的一个mini-batch（例如，256张图像），并运行BackPropagation算法来计算权重的梯度，通过all-reduce（由<a href="https://developer.nvidia.com/nccl">NCCL</a>提供）进行平均，按照随机梯度下降算法（SGD）进行权重更新。</p>
@@ -292,7 +348,7 @@ Evaluation accuracy = <span class="hljs-number">0.988682</span>
<h3><a class="anchor" aria-hidden="true" id="distopt的python接口"></a><a href="#distopt的python接口" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
<p>然后，python接口提供了一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">DistOpt</a>类来封装一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">optimizer</a>对象，以执行基于MPI或Multiprocess的分布式训练。在初始化过程中，它创建了一个NCCL communicator对象（来自于上面小节提到的C接口），然后，<code>DistOpt</code>中的每一次all-reduce操作都会用到这个communicator对象。</p>
<p>在MPI或Multiprocess中，每个进程都有一个独立的rank，它给出了各个进程使用的GPU的信息。训练数据是被拆分的，因此每个进程可以根据一部分训练数据来评估子梯度。一旦每个进程的子梯度被计算出来，就可以将所有进程计算出的子梯度做all-reduce，得到总体随机梯度。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li><a href="#代码示例">代码示例</a></li><li><a href="#执行命令">执行命令</a></li></ul></li><li><a href="#针对分布式训练的优化">针对分布式训练的优化</a><ul class="toc-headings"><li><a href="#不采取优化手段">不采取优化手段</a></li><li><a href="#半精度梯度（half-precision-gradients）">半精度梯度（Half-precision Gradie [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li><a href="#代码示例">代码示例</a></li><li><a href="#执行命令">执行命令</a></li></ul> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/dist-train/index.html b/content/docs/3.3.0_Chinese/dist-train/index.html
similarity index 72%
copy from content/docs/2.0.0/dist-train/index.html
copy to content/docs/3.3.0_Chinese/dist-train/index.html
index 9600968..2a78cc2 100644
--- a/content/docs/2.0.0/dist-train/index.html
+++ b/content/docs/3.3.0_Chinese/dist-train/index.html
@@ -1,10 +1,66 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Distributed Training · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copy [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Distributed Training · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copy [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>2.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/dist-train.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Distributed Training</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contri [...]
<p>SINGA支持跨多个GPU的数据并行训练（在单个节点上或跨不同节点）。下图说明了数据并行训练的情况：</p>
<p><img src="/docs/assets/MPI.png" alt="MPI.png"></p>
<p>在分布式训练中，每个进程(称为worker)在单个GPU上运行一个训练脚本，每个进程都有一个单独的通信等级，训练数据被分发给各个worker，模型在每个worker上被复制。在每次迭代中，worker从其分区中读取数据的一个mini-batch（例如，256张图像），并运行BackPropagation算法来计算权重的梯度，通过all-reduce（由<a href="https://developer.nvidia.com/nccl">NCCL</a>提供）进行平均，按照随机梯度下降算法（SGD）进行权重更新。</p>
@@ -292,7 +348,7 @@ Evaluation accuracy = <span class="hljs-number">0.988682</span>
<h3><a class="anchor" aria-hidden="true" id="distopt的python接口"></a><a href="#distopt的python接口" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2. [...]
<p>然后，python接口提供了一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">DistOpt</a>类来封装一个<a href="https://github.com/apache/singa/blob/master/python/singa/opt.py">optimizer</a>对象，以执行基于MPI或Multiprocess的分布式训练。在初始化过程中，它创建了一个NCCL communicator对象（来自于上面小节提到的C接口），然后，<code>DistOpt</code>中的每一次all-reduce操作都会用到这个communicator对象。</p>
<p>在MPI或Multiprocess中，每个进程都有一个独立的rank，它给出了各个进程使用的GPU的信息。训练数据是被拆分的，因此每个进程可以根据一部分训练数据来评估子梯度。一旦每个进程的子梯度被计算出来，就可以将所有进程计算出的子梯度做all-reduce，得到总体随机梯度。</p>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 11/9/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li><a href="#代码示例">代码示例</a></li><li><a href="#执行命令">执行命令</a></li></ul></li><li><a href="#针对分布式训练的优化">针对分布式训练的优化</a><ul class="toc-headings"><li><a href="#不采取优化手段">不采取优化手段</a></li><li><a href="#半精度梯度（half-precision-gradients）">半精度梯度（Half-precision Gradie [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/onnx"><span class="arrow-prev">← </span><span>ONNX</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/time-profiling"><span>Time Profiling</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用">使用</a><ul class="toc-headings"><li><a href="#代码示例">代码示例</a></li><li><a href="#执行命令">执行命令</a></li></ul> [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.3.0_Chinese/downloads.html b/content/docs/3.3.0_Chinese/downloads.html
new file mode 100644
index 0000000..7aeeaee
--- /dev/null
+++ b/content/docs/3.3.0_Chinese/downloads.html
@@ -0,0 +1,252 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Download SINGA · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/download.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Download SINGA</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor li [...]
+<h2><a class="anchor" aria-hidden="true" id="verify"></a><a href="#verify" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2. [...]
+<p>要验证下载的tar.gz文件，下载<a href="https://www.apache.org/dist/singa/KEYS">KEYS</a>和ASC文件，然后执行以下命令:</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">%</span><span class="bash"> gpg --import KEYS</span>
+<span class="hljs-meta">%</span><span class="bash"> gpg --verify downloaded_file.asc downloaded_file</span>
+</code></pre>
+<p>你也可以检查SHA512或MD5值判断下载是否完成。</p>
+<h2><a class="anchor" aria-hidden="true" id="v300-18-april-2020"></a><a href="#v300-18-april-2020" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22- [...]
+<ul>
+<li><a href="http://www.apache.org/dyn/closer.cgi/singa/3.0.0/apache-singa-3.0.0.tar.gz">Apache SINGA 3.0.0</a>
+<a href="https://www.apache.org/dist/singa/3.0.0/apache-singa-3.0.0.tar.gz.sha512">[SHA512]</a>
+<a href="https://www.apache.org/dist/singa/3.0.0/apache-singa-3.0.0.tar.gz.asc">[ASC]</a></li>
+<li><a href="releases/RELEASE_NOTES_3.0.0">Release Notes 3.0.0</a></li>
+<li>新特性及重要更新：
+<ul>
+<li>增强了ONNX。在SINGA中测试了多种ONNX模型。</li>
+<li>使用 MPI 和 NCCL Communication进行分布式训练，通过梯度稀疏化和压缩以及分块传输进行了优化。</li>
+<li>计算图的构建，利用图优化了速度和内存。</li>
+<li>新的文档网站（singa.apache.org）和API参考网站（apache-singa.rtfd.io）。</li>
+<li>使用CI实现代码质量检查。</li>
+<li>将MKLDNN替换为DNNL。</li>
+<li>更新Tensor API以支持广播操作。</li>
+<li>实现了支持ONNX模型的新的autograd操作符。</li>
+</ul></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="孵化版本（incubating）-v200-20-april-2019"></a><a href="#孵化版本（incubating）-v200-20-april-2019" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2 [...]
+<ul>
+<li><a href="http://www.apache.org/dyn/closer.cgi/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz">Apache SINGA 2.0.0 (incubating)</a>
+<a href="https://www.apache.org/dist/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz.sha512">[SHA512]</a>
+<a href="https://www.apache.org/dist/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz.asc">[ASC]</a></li>
+<li><a href="releases/RELEASE_NOTES_2.0.0.html">Release Notes 2.0.0 (incubating)</a></li>
+<li>新特性及重要更新：
+<ul>
+<li>增强了autograd功能(适用于卷积网络和循环网络)。</li>
+<li>支持ONNX。</li>
+<li>通过英特尔MKL DNN lib改进CPP操作。</li>
+<li>实现tensor广播。</li>
+<li>在Apache用户名下移动Docker镜像。</li>
+<li>更新conda-build配置中依赖的lib版本。</li>
+</ul></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="孵化版本（incubating）-v120-6-june-2018"></a><a href="#孵化版本（incubating）-v120-6-june-2018" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S1 [...]
+<ul>
+<li><a href="https://archive.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz">Apache SINGA 1.2.0 (incubating)</a>
+<a href="https://archive.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz.sha512">[SHA512]</a>
+<a href="https://archive.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz.asc">[ASC]</a></li>
+<li><a href="releases/RELEASE_NOTES_1.2.0.html">Release Notes 1.2.0 (incubating)</a></li>
+<li>新特性及重要更新：
+<ul>
+<li>实现了autograd（目前支持MLP模式）。</li>
+<li>升级PySinga以支持Python 3</li>
+<li>改进Tensor类的stride范围。</li>
+<li>将cuDNN从V5升级到V7。</li>
+<li>增加VGG、Inception V4、ResNet和DenseNet进行ImageNet分类。</li>
+<li>为conda包创建别名</li>
+<li>完整的中文文档</li>
+<li>添加在Windows上运行Singa的说明</li>
+<li>更新编译，CI</li>
+<li>修复一些错误</li>
+</ul></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="孵化版本（incubating）-v110-12-february-2017"></a><a href="#孵化版本（incubating）-v110-12-february-2017" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1. [...]
+<ul>
+<li><a href="https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz">Apache SINGA 1.1.0 (incubating)</a>
+<a href="https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz.md5">[MD5]</a>
+<a href="https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz.asc">[ASC]</a></li>
+<li><a href="releases/RELEASE_NOTES_1.1.0.html">Release Notes 1.1.0 (incubating)</a></li>
+<li>新特性和重要更新：
+<ul>
+<li>创建Docker镜像(CPU和GPU版本)</li>
+<li>为SINGA创建Amazon AMI（CPU版）。</li>
+<li>集成Jenkins，自动生成Wheel和Debian包（用于安装），并更新网站。</li>
+<li>增强FeedFowardNet，例如，多输入和用于调试的verbose模式。</li>
+<li>添加Concat和Slice层。</li>
+<li>优化CrossEntropyLoss以接受带有多个标签的实例。</li>
+<li>添加包含图像增强方法的image_tool.py。</li>
+<li>支持通过快照API加载和保存模型。</li>
+<li>在Windows上编译SINGA源代码。</li>
+<li>将必要依赖库与SINGA代码一起编译。</li>
+<li>为SINGA启用Java binding（基本）。</li>
+<li>在checkpoint文件中添加版本ID。</li>
+<li>增加Rafiki工具包以提供RESTFul APIs。</li>
+<li>添加了从Caffe预训练的例子，包括GoogleNet。</li>
+</ul></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="孵化版本（incubating）-v100-8-september-2016"></a><a href="#孵化版本（incubating）-v100-8-september-2016" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1. [...]
+<ul>
+<li><a href="https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz">Apache SINGA 1.0.0 (incubating)</a>
+<a href="https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz.md5">[MD5]</a>
+<a href="https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz.asc">[ASC]</a></li>
+<li><a href="releases/RELEASE_NOTES_1.0.0.html">Release Notes 1.0.0 (incubating)</a></li>
+<li>新特性和重要更新：
+<ul>
+<li>创建Tensor概念，用于支持更多的机器学习模型。</li>
+<li>创建Device概念，用于运行在不同的硬件设备上，包括CPU，(Nvidia/AMD) GPU 和 FPGA (将在以后的版本中测试)。</li>
+<li>用 cmake 取代 GNU autotool 进行编译。</li>
+<li>支持 Mac OS。</li>
+<li>改进Python binding，包括安装和编程。</li>
+<li>更多的深度学习模型，包括VGG和ResNet。</li>
+<li>更多的IO类用于读取/写入文件和编码/解码数据。</li>
+<li>直接基于Socket的新网络通信组件。</li>
+<li>Cudnn V5，包含Dropout和RNN层。</li>
+<li>将网页构建工具从maven更换为Sphinx。</li>
+<li>整合Travis-CI。</li>
+</ul></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="孵化版本（incubating）-v030-20-april-2016"></a><a href="#孵化版本（incubating）-v030-20-april-2016" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2 [...]
+<ul>
+<li><a href="https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz">Apache SINGA 0.3.0 (incubating)</a>
+<a href="https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz.md5">[MD5]</a>
+<a href="https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz.asc">[ASC]</a></li>
+<li><a href="releases/RELEASE_NOTES_0.3.0.html">Release Notes 0.3.0 (incubating)</a></li>
+<li>新特性和重要更新：
+<ul>
+<li>在GPU集群上进行训练，可以在GPU集群上进行深度学习模型的训练。</li>
+<li>改进Python wrapper简化配置工作，包括神经网络和SGD算法。</li>
+<li>新增SGD更新器，包括Adam、AdaDelta和AdaMax。</li>
+<li>安装时减少了单节点训练的依赖库。</li>
+<li>使用CPU和GPU进行异构训练。</li>
+<li>支持 cuDNN V4。</li>
+<li>数据预取。</li>
+<li>修复一些bug。</li>
+</ul></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="孵化版本（incubating）-v020-14-january-2016"></a><a href="#孵化版本（incubating）-v020-14-january-2016" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 [...]
+<ul>
+<li><a href="https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz">Apache SINGA 0.2.0 (incubating)</a>
+<a href="https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz.md5">[MD5]</a>
+<a href="https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz.asc">[ASC]</a></li>
+<li><a href="releases/RELEASE_NOTES_0.2.0.html">Release Notes 0.2.0 (incubating)</a></li>
+<li>新特性和重要更新：
+<ul>
+<li>在GPU上进行训练，可以在一个节点上用多个GPU卡训练复杂的模型。</li>
+<li>混合神经网分区支持数据和模型同时并行。</li>
+<li>Python wrapper简化配置，包括神经网络和SGD算法。</li>
+<li>实现了RNN模型和BPTT算法，支持基于RNN模型的应用，如GRU。</li>
+<li>云软件集成，包括Mesos、Docker和HDFS。</li>
+<li>可视化神经网结构和层信息，以便优化调试。</li>
+<li>针对Blobs和原始数据指针的线性代数函数和随机函数。</li>
+<li>添加新的层，包括SoftmaxLayer、ArgSortLayer、DummyLayer、RNN层和cuDNN层。</li>
+<li>更新Layer类以携带多个数据/梯度Blobs。</li>
+<li>通过加载之前训练的模型参数，提取特征并测试新数据的性能。</li>
+<li>为IO操作添加Store类。</li>
+</ul></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="incubating-v010-8-october-2015"></a><a href="#incubating-v010-8-october-2015" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 1 [...]
+<ul>
+<li><a href="https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz">Apache SINGA 0.1.0 (incubating)</a>
+<a href="https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz.md5">[MD5]</a>
+<a href="https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz.asc">[ASC]</a></li>
+<li><a href="https://console.aws.amazon.com/ec2/v2/home?region=ap-southeast-1#LaunchInstanceWizard:ami=ami-b41001e6">Amazon EC2 image</a></li>
+<li><a href="releases/RELEASE_NOTES_0.1.0.html">Release Notes 0.1.0 (incubating)</a></li>
+<li>新特性和重要更新：
+<ul>
+<li>允许使用GNU构建工具进行安装。</li>
+<li>实现用zookeeper进行工作管理的脚本。</li>
+<li>实现基于NeuralNet和Layer的编程模型。</li>
+<li>实现基于Worker、Server和Stub的系统架构。</li>
+<li>训练模型来自三种不同的模型类别，即前馈模型、能量模型和RNN模型。</li>
+<li>使用CPU的同步和异步分布式训练框架。</li>
+<li>checkpoint文件生成和恢复。</li>
+<li>使用gtest进行单元测试。</li>
+</ul></li>
+</ul>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/half-precision"><span class="arrow-prev">← </span><span>Half Precision</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href="#v300-18-april-2020">V3.0.0 (18 April 2020):</a></ [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
\ No newline at end of file
diff --git a/content/docs/3.3.0_Chinese/downloads/index.html b/content/docs/3.3.0_Chinese/downloads/index.html
new file mode 100644
index 0000000..7aeeaee
--- /dev/null
+++ b/content/docs/3.3.0_Chinese/downloads/index.html
@@ -0,0 +1,252 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Download SINGA · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/download.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Download SINGA</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor li [...]
+<h2><a class="anchor" aria-hidden="true" id="verify"></a><a href="#verify" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2. [...]
+<p>要验证下载的tar.gz文件，下载<a href="https://www.apache.org/dist/singa/KEYS">KEYS</a>和ASC文件，然后执行以下命令:</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">%</span><span class="bash"> gpg --import KEYS</span>
+<span class="hljs-meta">%</span><span class="bash"> gpg --verify downloaded_file.asc downloaded_file</span>
+</code></pre>
+<p>你也可以检查SHA512或MD5值判断下载是否完成。</p>
+<h2><a class="anchor" aria-hidden="true" id="v300-18-april-2020"></a><a href="#v300-18-april-2020" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22- [...]
+<ul>
+<li><a href="http://www.apache.org/dyn/closer.cgi/singa/3.0.0/apache-singa-3.0.0.tar.gz">Apache SINGA 3.0.0</a>
+<a href="https://www.apache.org/dist/singa/3.0.0/apache-singa-3.0.0.tar.gz.sha512">[SHA512]</a>
+<a href="https://www.apache.org/dist/singa/3.0.0/apache-singa-3.0.0.tar.gz.asc">[ASC]</a></li>
+<li><a href="releases/RELEASE_NOTES_3.0.0">Release Notes 3.0.0</a></li>
+<li>新特性及重要更新：
+<ul>
+<li>增强了ONNX。在SINGA中测试了多种ONNX模型。</li>
+<li>使用 MPI 和 NCCL Communication进行分布式训练，通过梯度稀疏化和压缩以及分块传输进行了优化。</li>
+<li>计算图的构建，利用图优化了速度和内存。</li>
+<li>新的文档网站（singa.apache.org）和API参考网站（apache-singa.rtfd.io）。</li>
+<li>使用CI实现代码质量检查。</li>
+<li>将MKLDNN替换为DNNL。</li>
+<li>更新Tensor API以支持广播操作。</li>
+<li>实现了支持ONNX模型的新的autograd操作符。</li>
+</ul></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="孵化版本（incubating）-v200-20-april-2019"></a><a href="#孵化版本（incubating）-v200-20-april-2019" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2 [...]
+<ul>
+<li><a href="http://www.apache.org/dyn/closer.cgi/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz">Apache SINGA 2.0.0 (incubating)</a>
+<a href="https://www.apache.org/dist/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz.sha512">[SHA512]</a>
+<a href="https://www.apache.org/dist/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz.asc">[ASC]</a></li>
+<li><a href="releases/RELEASE_NOTES_2.0.0.html">Release Notes 2.0.0 (incubating)</a></li>
+<li>新特性及重要更新：
+<ul>
+<li>增强了autograd功能(适用于卷积网络和循环网络)。</li>
+<li>支持ONNX。</li>
+<li>通过英特尔MKL DNN lib改进CPP操作。</li>
+<li>实现tensor广播。</li>
+<li>在Apache用户名下移动Docker镜像。</li>
+<li>更新conda-build配置中依赖的lib版本。</li>
+</ul></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="孵化版本（incubating）-v120-6-june-2018"></a><a href="#孵化版本（incubating）-v120-6-june-2018" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S1 [...]
+<ul>
+<li><a href="https://archive.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz">Apache SINGA 1.2.0 (incubating)</a>
+<a href="https://archive.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz.sha512">[SHA512]</a>
+<a href="https://archive.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz.asc">[ASC]</a></li>
+<li><a href="releases/RELEASE_NOTES_1.2.0.html">Release Notes 1.2.0 (incubating)</a></li>
+<li>新特性及重要更新：
+<ul>
+<li>实现了autograd（目前支持MLP模式）。</li>
+<li>升级PySinga以支持Python 3</li>
+<li>改进Tensor类的stride范围。</li>
+<li>将cuDNN从V5升级到V7。</li>
+<li>增加VGG、Inception V4、ResNet和DenseNet进行ImageNet分类。</li>
+<li>为conda包创建别名</li>
+<li>完整的中文文档</li>
+<li>添加在Windows上运行Singa的说明</li>
+<li>更新编译，CI</li>
+<li>修复一些错误</li>
+</ul></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="孵化版本（incubating）-v110-12-february-2017"></a><a href="#孵化版本（incubating）-v110-12-february-2017" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1. [...]
+<ul>
+<li><a href="https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz">Apache SINGA 1.1.0 (incubating)</a>
+<a href="https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz.md5">[MD5]</a>
+<a href="https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz.asc">[ASC]</a></li>
+<li><a href="releases/RELEASE_NOTES_1.1.0.html">Release Notes 1.1.0 (incubating)</a></li>
+<li>新特性和重要更新：
+<ul>
+<li>创建Docker镜像(CPU和GPU版本)</li>
+<li>为SINGA创建Amazon AMI（CPU版）。</li>
+<li>集成Jenkins，自动生成Wheel和Debian包（用于安装），并更新网站。</li>
+<li>增强FeedFowardNet，例如，多输入和用于调试的verbose模式。</li>
+<li>添加Concat和Slice层。</li>
+<li>优化CrossEntropyLoss以接受带有多个标签的实例。</li>
+<li>添加包含图像增强方法的image_tool.py。</li>
+<li>支持通过快照API加载和保存模型。</li>
+<li>在Windows上编译SINGA源代码。</li>
+<li>将必要依赖库与SINGA代码一起编译。</li>
+<li>为SINGA启用Java binding（基本）。</li>
+<li>在checkpoint文件中添加版本ID。</li>
+<li>增加Rafiki工具包以提供RESTFul APIs。</li>
+<li>添加了从Caffe预训练的例子，包括GoogleNet。</li>
+</ul></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="孵化版本（incubating）-v100-8-september-2016"></a><a href="#孵化版本（incubating）-v100-8-september-2016" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1. [...]
+<ul>
+<li><a href="https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz">Apache SINGA 1.0.0 (incubating)</a>
+<a href="https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz.md5">[MD5]</a>
+<a href="https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz.asc">[ASC]</a></li>
+<li><a href="releases/RELEASE_NOTES_1.0.0.html">Release Notes 1.0.0 (incubating)</a></li>
+<li>新特性和重要更新：
+<ul>
+<li>创建Tensor概念，用于支持更多的机器学习模型。</li>
+<li>创建Device概念，用于运行在不同的硬件设备上，包括CPU，(Nvidia/AMD) GPU 和 FPGA (将在以后的版本中测试)。</li>
+<li>用 cmake 取代 GNU autotool 进行编译。</li>
+<li>支持 Mac OS。</li>
+<li>改进Python binding，包括安装和编程。</li>
+<li>更多的深度学习模型，包括VGG和ResNet。</li>
+<li>更多的IO类用于读取/写入文件和编码/解码数据。</li>
+<li>直接基于Socket的新网络通信组件。</li>
+<li>Cudnn V5，包含Dropout和RNN层。</li>
+<li>将网页构建工具从maven更换为Sphinx。</li>
+<li>整合Travis-CI。</li>
+</ul></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="孵化版本（incubating）-v030-20-april-2016"></a><a href="#孵化版本（incubating）-v030-20-april-2016" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2 [...]
+<ul>
+<li><a href="https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz">Apache SINGA 0.3.0 (incubating)</a>
+<a href="https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz.md5">[MD5]</a>
+<a href="https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz.asc">[ASC]</a></li>
+<li><a href="releases/RELEASE_NOTES_0.3.0.html">Release Notes 0.3.0 (incubating)</a></li>
+<li>新特性和重要更新：
+<ul>
+<li>在GPU集群上进行训练，可以在GPU集群上进行深度学习模型的训练。</li>
+<li>改进Python wrapper简化配置工作，包括神经网络和SGD算法。</li>
+<li>新增SGD更新器，包括Adam、AdaDelta和AdaMax。</li>
+<li>安装时减少了单节点训练的依赖库。</li>
+<li>使用CPU和GPU进行异构训练。</li>
+<li>支持 cuDNN V4。</li>
+<li>数据预取。</li>
+<li>修复一些bug。</li>
+</ul></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="孵化版本（incubating）-v020-14-january-2016"></a><a href="#孵化版本（incubating）-v020-14-january-2016" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 [...]
+<ul>
+<li><a href="https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz">Apache SINGA 0.2.0 (incubating)</a>
+<a href="https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz.md5">[MD5]</a>
+<a href="https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz.asc">[ASC]</a></li>
+<li><a href="releases/RELEASE_NOTES_0.2.0.html">Release Notes 0.2.0 (incubating)</a></li>
+<li>新特性和重要更新：
+<ul>
+<li>在GPU上进行训练，可以在一个节点上用多个GPU卡训练复杂的模型。</li>
+<li>混合神经网分区支持数据和模型同时并行。</li>
+<li>Python wrapper简化配置，包括神经网络和SGD算法。</li>
+<li>实现了RNN模型和BPTT算法，支持基于RNN模型的应用，如GRU。</li>
+<li>云软件集成，包括Mesos、Docker和HDFS。</li>
+<li>可视化神经网结构和层信息，以便优化调试。</li>
+<li>针对Blobs和原始数据指针的线性代数函数和随机函数。</li>
+<li>添加新的层，包括SoftmaxLayer、ArgSortLayer、DummyLayer、RNN层和cuDNN层。</li>
+<li>更新Layer类以携带多个数据/梯度Blobs。</li>
+<li>通过加载之前训练的模型参数，提取特征并测试新数据的性能。</li>
+<li>为IO操作添加Store类。</li>
+</ul></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="incubating-v010-8-october-2015"></a><a href="#incubating-v010-8-october-2015" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 1 [...]
+<ul>
+<li><a href="https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz">Apache SINGA 0.1.0 (incubating)</a>
+<a href="https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz.md5">[MD5]</a>
+<a href="https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz.asc">[ASC]</a></li>
+<li><a href="https://console.aws.amazon.com/ec2/v2/home?region=ap-southeast-1#LaunchInstanceWizard:ami=ami-b41001e6">Amazon EC2 image</a></li>
+<li><a href="releases/RELEASE_NOTES_0.1.0.html">Release Notes 0.1.0 (incubating)</a></li>
+<li>新特性和重要更新：
+<ul>
+<li>允许使用GNU构建工具进行安装。</li>
+<li>实现用zookeeper进行工作管理的脚本。</li>
+<li>实现基于NeuralNet和Layer的编程模型。</li>
+<li>实现基于Worker、Server和Stub的系统架构。</li>
+<li>训练模型来自三种不同的模型类别，即前馈模型、能量模型和RNN模型。</li>
+<li>使用CPU的同步和异步分布式训练框架。</li>
+<li>checkpoint文件生成和恢复。</li>
+<li>使用gtest进行单元测试。</li>
+</ul></li>
+</ul>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/half-precision"><span class="arrow-prev">← </span><span>Half Precision</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/build"><span>Build SINGA from Source</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#verify">Verify</a></li><li><a href="#v300-18-april-2020">V3.0.0 (18 April 2020):</a></ [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
\ No newline at end of file
diff --git a/content/docs/3.3.0_Chinese/examples.html b/content/docs/3.3.0_Chinese/examples.html
new file mode 100644
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--- /dev/null
+++ b/content/docs/3.3.0_Chinese/examples.html
@@ -0,0 +1,165 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Examples · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright owners [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/examples.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Examples</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
+<p>本页列出了一些使用SINGA的深度学习任务示例。源代码维护在 <a href="https://github.com/apache/singa/tree/master/examples">Github</a> 上的 SINGA repo 内。对于使用SINGA Python API在CPU或单GPU上运行的例子，它们也可以在<a href="https://colab.research.google.com/">Google Colab</a>上获得。你可以直接在谷歌云上运行它们，而无需在本地设置环境。下面给出了每个例子的链接。</p>
+<h2><a class="anchor" aria-hidden="true" id="图像分类"></a><a href="#图像分类" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<table>
+<thead>
+<tr><th>网络模型</th><th>数据集</th><th>链接</th></tr>
+</thead>
+<tbody>
+<tr><td>Simple CNN</td><td>MNIST, CIFAR10, CIFAR100</td><td><a href="https://colab.research.google.com/drive/1fbGUs1AsoX6bU5F745RwQpohP4bHTktq">Colab</a></td></tr>
+<tr><td>AlexNet</td><td>ImageNet</td><td><a href="">Cpp</a></td></tr>
+<tr><td>VGG</td><td>ImageNet</td><td><a href="">Cpp</a>, <a href="">Python</a>, <a href="https://colab.research.google.com/drive/14kxgRKtbjPCKKsDJVNi3AvTev81Gp_Ds">Colab</a></td></tr>
+<tr><td>XceptionNet</td><td>MNIST, CIFAR10, CIFAR100</td><td><a href="">Python</a></td></tr>
+<tr><td>ResNet</td><td>MNIST, CIFAR10, CIFAR100, CIFAR10</td><td><a href="">Python</a>, <a href="https://colab.research.google.com/drive/1u1RYefSsVbiP4I-5wiBKHjsT9L0FxLm9">Colab</a></td></tr>
+<tr><td>MobileNet</td><td>ImageNet</td><td><a href="https://colab.research.google.com/drive/1HsixqJMIpKyEPhkbB8jy7NwNEFEAUWAf">Colab</a></td></tr>
+</tbody>
+</table>
+<h2><a class="anchor" aria-hidden="true" id="目标检测"></a><a href="#目标检测" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<table>
+<thead>
+<tr><th>网络模型</th><th>数据集</th><th>链接</th></tr>
+</thead>
+<tbody>
+<tr><td>Tiny YOLOv2</td><td>Pascal VOC</td><td><a href="https://colab.research.google.com/drive/11V4I6cRjIJNUv5ZGsEGwqHuoQEie6b1T">Colab</a></td></tr>
+</tbody>
+</table>
+<h2><a class="anchor" aria-hidden="true" id="面部及表情识别"></a><a href="#面部及表情识别" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<table>
+<thead>
+<tr><th>模型</th><th>数据集</th><th>链接</th></tr>
+</thead>
+<tbody>
+<tr><td>ArcFace</td><td>Refined MS-Celeb-1M</td><td><a href="https://colab.research.google.com/drive/1qanaqUKGIDtifdzEzJOHjEj4kYzA9uJC">Colab</a></td></tr>
+<tr><td>Emotion FerPlus</td><td><a href="https://www.kaggle.com/c/challenges-in-representation-learning-facial-expression-recognition-challenge/data">Facial Expression Recognition Challenge</a></td><td><a href="https://colab.research.google.com/drive/1XHtBQGRhe58PDi4LGYJzYueWBeWbO23r">Colab</a></td></tr>
+</tbody>
+</table>
+<h2><a class="anchor" aria-hidden="true" id="图像生成"></a><a href="#图像生成" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<table>
+<thead>
+<tr><th>模型</th><th>数据集</th><th>链接</th></tr>
+</thead>
+<tbody>
+<tr><td>GAN</td><td>MNIST</td><td><a href="https://colab.research.google.com/drive/1f86MNDW47DJqHoIqWD1tOxcyx2MWys8L">Colab</a></td></tr>
+<tr><td>LSGAN</td><td>MNIST</td><td><a href="https://colab.research.google.com/drive/1C6jNRf28vnFOI9JVM4lpkJPqxsnhxdol">Colab</a></td></tr>
+</tbody>
+</table>
+<h2><a class="anchor" aria-hidden="true" id="机器理解"></a><a href="#机器理解" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<table>
+<thead>
+<tr><th>模型</th><th>数据集</th><th>链接</th></tr>
+</thead>
+<tbody>
+<tr><td>Bert-Squad</td><td><a href="https://rajpurkar.github.io/SQuAD-explorer/explore/1.1/dev/">SQuAD v1.1</a></td><td><a href="https://colab.research.google.com/drive/1kud-lUPjS_u-TkDAzihBTw0Vqr0FjCE-">Colab</a></td></tr>
+</tbody>
+</table>
+<h2><a class="anchor" aria-hidden="true" id="文字识别"></a><a href="#文字识别" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<table>
+<thead>
+<tr><th>模型</th><th>数据集</th><th>链接</th></tr>
+</thead>
+<tbody>
+<tr><td>Simple LSTM</td><td>IMDB</td><td><a href="">python</a></td></tr>
+</tbody>
+</table>
+<h2><a class="anchor" aria-hidden="true" id="文本排序"></a><a href="#文本排序" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<table>
+<thead>
+<tr><th>模型</th><th>数据集</th><th>链接</th></tr>
+</thead>
+<tbody>
+<tr><td>BiLSTM</td><td>InsuranceQA</td><td><a href="">python</a></td></tr>
+</tbody>
+</table>
+<h2><a class="anchor" aria-hidden="true" id="其他"></a><a href="#其他" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c [...]
+<ul>
+<li>MNIST数据集的有限玻尔兹曼机, <a href="">source</a>,
+<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
+</ul>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目标检测">目标检测</a></li><li><a href="#面部及表情识别">面部及表情识别</a></li><li><a href [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
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+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
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diff --git a/content/docs/3.3.0_Chinese/examples/index.html b/content/docs/3.3.0_Chinese/examples/index.html
new file mode 100644
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--- /dev/null
+++ b/content/docs/3.3.0_Chinese/examples/index.html
@@ -0,0 +1,165 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Examples · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright owners [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/examples.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Examples</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license [...]
+<p>本页列出了一些使用SINGA的深度学习任务示例。源代码维护在 <a href="https://github.com/apache/singa/tree/master/examples">Github</a> 上的 SINGA repo 内。对于使用SINGA Python API在CPU或单GPU上运行的例子，它们也可以在<a href="https://colab.research.google.com/">Google Colab</a>上获得。你可以直接在谷歌云上运行它们，而无需在本地设置环境。下面给出了每个例子的链接。</p>
+<h2><a class="anchor" aria-hidden="true" id="图像分类"></a><a href="#图像分类" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<table>
+<thead>
+<tr><th>网络模型</th><th>数据集</th><th>链接</th></tr>
+</thead>
+<tbody>
+<tr><td>Simple CNN</td><td>MNIST, CIFAR10, CIFAR100</td><td><a href="https://colab.research.google.com/drive/1fbGUs1AsoX6bU5F745RwQpohP4bHTktq">Colab</a></td></tr>
+<tr><td>AlexNet</td><td>ImageNet</td><td><a href="">Cpp</a></td></tr>
+<tr><td>VGG</td><td>ImageNet</td><td><a href="">Cpp</a>, <a href="">Python</a>, <a href="https://colab.research.google.com/drive/14kxgRKtbjPCKKsDJVNi3AvTev81Gp_Ds">Colab</a></td></tr>
+<tr><td>XceptionNet</td><td>MNIST, CIFAR10, CIFAR100</td><td><a href="">Python</a></td></tr>
+<tr><td>ResNet</td><td>MNIST, CIFAR10, CIFAR100, CIFAR10</td><td><a href="">Python</a>, <a href="https://colab.research.google.com/drive/1u1RYefSsVbiP4I-5wiBKHjsT9L0FxLm9">Colab</a></td></tr>
+<tr><td>MobileNet</td><td>ImageNet</td><td><a href="https://colab.research.google.com/drive/1HsixqJMIpKyEPhkbB8jy7NwNEFEAUWAf">Colab</a></td></tr>
+</tbody>
+</table>
+<h2><a class="anchor" aria-hidden="true" id="目标检测"></a><a href="#目标检测" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<table>
+<thead>
+<tr><th>网络模型</th><th>数据集</th><th>链接</th></tr>
+</thead>
+<tbody>
+<tr><td>Tiny YOLOv2</td><td>Pascal VOC</td><td><a href="https://colab.research.google.com/drive/11V4I6cRjIJNUv5ZGsEGwqHuoQEie6b1T">Colab</a></td></tr>
+</tbody>
+</table>
+<h2><a class="anchor" aria-hidden="true" id="面部及表情识别"></a><a href="#面部及表情识别" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<table>
+<thead>
+<tr><th>模型</th><th>数据集</th><th>链接</th></tr>
+</thead>
+<tbody>
+<tr><td>ArcFace</td><td>Refined MS-Celeb-1M</td><td><a href="https://colab.research.google.com/drive/1qanaqUKGIDtifdzEzJOHjEj4kYzA9uJC">Colab</a></td></tr>
+<tr><td>Emotion FerPlus</td><td><a href="https://www.kaggle.com/c/challenges-in-representation-learning-facial-expression-recognition-challenge/data">Facial Expression Recognition Challenge</a></td><td><a href="https://colab.research.google.com/drive/1XHtBQGRhe58PDi4LGYJzYueWBeWbO23r">Colab</a></td></tr>
+</tbody>
+</table>
+<h2><a class="anchor" aria-hidden="true" id="图像生成"></a><a href="#图像生成" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<table>
+<thead>
+<tr><th>模型</th><th>数据集</th><th>链接</th></tr>
+</thead>
+<tbody>
+<tr><td>GAN</td><td>MNIST</td><td><a href="https://colab.research.google.com/drive/1f86MNDW47DJqHoIqWD1tOxcyx2MWys8L">Colab</a></td></tr>
+<tr><td>LSGAN</td><td>MNIST</td><td><a href="https://colab.research.google.com/drive/1C6jNRf28vnFOI9JVM4lpkJPqxsnhxdol">Colab</a></td></tr>
+</tbody>
+</table>
+<h2><a class="anchor" aria-hidden="true" id="机器理解"></a><a href="#机器理解" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<table>
+<thead>
+<tr><th>模型</th><th>数据集</th><th>链接</th></tr>
+</thead>
+<tbody>
+<tr><td>Bert-Squad</td><td><a href="https://rajpurkar.github.io/SQuAD-explorer/explore/1.1/dev/">SQuAD v1.1</a></td><td><a href="https://colab.research.google.com/drive/1kud-lUPjS_u-TkDAzihBTw0Vqr0FjCE-">Colab</a></td></tr>
+</tbody>
+</table>
+<h2><a class="anchor" aria-hidden="true" id="文字识别"></a><a href="#文字识别" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<table>
+<thead>
+<tr><th>模型</th><th>数据集</th><th>链接</th></tr>
+</thead>
+<tbody>
+<tr><td>Simple LSTM</td><td>IMDB</td><td><a href="">python</a></td></tr>
+</tbody>
+</table>
+<h2><a class="anchor" aria-hidden="true" id="文本排序"></a><a href="#文本排序" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<table>
+<thead>
+<tr><th>模型</th><th>数据集</th><th>链接</th></tr>
+</thead>
+<tbody>
+<tr><td>BiLSTM</td><td>InsuranceQA</td><td><a href="">python</a></td></tr>
+</tbody>
+</table>
+<h2><a class="anchor" aria-hidden="true" id="其他"></a><a href="#其他" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c [...]
+<ul>
+<li>MNIST数据集的有限玻尔兹曼机, <a href="">source</a>,
+<a href="https://colab.research.google.com/drive/19996noGu9JyHHkVmp4edBGu7PJSRQKsd">Colab</a>.</li>
+</ul>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/software-stack"><span class="arrow-prev">← </span><span>Software Stack</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/device"><span>Device</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#图像分类">图像分类</a></li><li><a href="#目标检测">目标检测</a></li><li><a href="#面部及表情识别">面部及表情识别</a></li><li><a href [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
\ No newline at end of file
diff --git a/content/docs/3.3.0_Chinese/git-workflow.html b/content/docs/3.3.0_Chinese/git-workflow.html
new file mode 100644
index 0000000..ad23ae2
--- /dev/null
+++ b/content/docs/3.3.0_Chinese/git-workflow.html
@@ -0,0 +1,146 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Git Workflow · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ow [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/git-workflow.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Git Workflow</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor [...]
+<h2><a class="anchor" aria-hidden="true" id="对于开发者"></a><a href="#对于开发者" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
+<ol>
+<li><p>将<a href="https://github.com/apache/singa">SINGA Github repository</a> fork到你自己的Github账户。</p></li>
+<li><p>从你自己的git仓库中clone <strong>repo</strong> (short for repository):</p>
+<pre><code class="hljs css language-shell">git clone https://github.com/<Github account>/singa.git
+git remote add upstream https://github.com/apache/singa.git
+</code></pre></li>
+<li><p>创建一个新的分支（例如 <code>feature-foo</code> 或 <code>fixbug-foo</code>），在这个分支上工作并提交你的代码:</p>
+<pre><code class="hljs css language-shell">git checkout dev
+git checkout -b feature-foo
+<span class="hljs-meta">#</span><span class="bash"> write your code</span>
+git add <created/updated files>
+git commit
+</code></pre>
+<p>commit信息应包括：</p>
+<ul>
+<li>一个概括性的标题。</li>
+<li>详细的描述。如果提交是为了修复bug，描述中最好包括问题的简短复现；如果是新功能，可以描述新功能的动机/目的。</li>
+</ul>
+<p>如果您的分支有很多小的commit，您需要通过:</p>
+<pre><code class="hljs css language-shell">git rebase -i <commit id>
+</code></pre>
+<p>你可以<a href="https://help.github.com/en/articles/about-git-rebase">压制和重写</a>提交的内容。</p></li>
+<li><p>当你在写代码的时候，SINGA的<code>dev</code>分支可能已经被别人更新了；在这种情况下，你需要拉取最新的<code>dev</code>分支：</p>
+<pre><code class="hljs css language-shell">git checkout dev
+git pull upstream dev:dev
+</code></pre></li>
+<li><p>将<code>feature-foo</code> <a href="https://git-scm.com/book/en/v2/Git-Branching-Rebasing">rebase</a>到<code>dev</code>分支上，并将提交的内容推送到自己的Github账户（你刚刚创建的新分支），rebase操作是为了清理提交历史。提交当前工作后，应执行以下 git 指令：</p>
+<pre><code class="hljs css language-shell">git checkout feature-foo
+git rebase dev
+git push origin feature-foo:feature-foo
+</code></pre>
+<p>Rebase命令的<a href="https://git-scm.com/book/en/v2/Git-Branching-Rebasing">操作步骤</a>如下: "这个操作的工作原理是进入到两个分支（你所在的分支和你要rebase的分支）的共同来源 -> 获取你所在分支的每次commit所引入的差异 -> 将这些差异保存到临时文件中 -> 将当前分支重置为与你要rebase的分支相同的commit -> 最后依次修改每个差异。"</p>
+<p>因此，执行后，你还是在特性分支上，但你自己的提交ID/hash被改变了，因为diffs是在rebase时提交的；而且你的分支现在有来自<code>dev</code>分支和你自己分支的最新代码。</p></li>
+<li><p>在 Github 网站上创建一个针对 apache/singa <code>dev</code>分支的pull request（PR）。如果你想通知其他在相同文件上工作过的贡献者，你可以在Github上找到文件，然后点击 "Blame"，就可以看到最后修改代码的人的逐行注释。然后，你可以在PR描述中加上@username，就可以立即ping到他们。请说明该贡献是你的原创作品，并且你在项目的开源许可下将该作品授权给项目。你的新分支的进一步提交（例如，bug修复）将由Github自动添加到这个pull request中。</p></li>
+<li><p>接下来等待committer审核PR。在这段时间里，SINGA的<code>dev</code>可能已经被其他人更新了，这时你需要<a href="https://docs.fast.ai/dev/git.html#how-to-keep-your-feature-branch-up-to-date">合并</a>最新的<code>dev</code>来解决冲突。有些人将PR重新<a href="https://github.com/edx/edx-platform/wiki/How-to-Rebase-a-Pull-Request">rebase到最新的dev</a>上，而不是合并。但是，如果其他开发者获取这个PR来添加新的功能，然后再发送PR，那么rebase操作会在未来的PR中引入<strong>重复的提交</strong>（不同的哈希）。关于何时避免使用rebase的细节，请参见<a href="https://www.atlassian.com/git/tutorials/merging-vs-rebasing">The Golden Rule [...]
+</ol>
+<h2><a class="anchor" aria-hidden="true" id="对于committers"></a><a href="#对于committers" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
+<p>Committer可以将PR合并到上游 repo 的 dev 分支。在合并每一个PR之前，提交者应该做到：</p>
+<ul>
+<li>检查commit信息(内容和格式)</li>
+<li>检查对现有代码的修改，API的变化应该被记录下来</li>
+<li>检查Travis测试结果，检查代码/文档格式和单元测试。</li>
+</ul>
+<p>合并PR的方式有两种:</p>
+<ul>
+<li><p>在Github上，按照<a href="https://gitbox.apache.org/setup/">说明</a>将你的Apache账户与Github账户链接，之后你就可以直接在GitHub上合并PR了。</p></li>
+<li><p>通过命令行合并pull request到<a href="https://github.com/apache/singa/pull/xxx">https://github.com/apache/singa/pull/xxx</a>，应执行以下指令：</p>
+<pre><code class="hljs css language-shell">git clone https://github.com/apache/singa.git
+git remote add asf https://gitbox.apache.org/repos/asf/singa.git
+git fetch origin pull/xxx/head:prxxx
+git checkout dev
+git merge --no-ff prxxx
+git push asf dev:dev
+</code></pre>
+<p>不要使用rebase来合并PR，并禁用fast forward。</p></li>
+</ul>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-squar [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
\ No newline at end of file
diff --git a/content/docs/3.3.0_Chinese/git-workflow/index.html b/content/docs/3.3.0_Chinese/git-workflow/index.html
new file mode 100644
index 0000000..ad23ae2
--- /dev/null
+++ b/content/docs/3.3.0_Chinese/git-workflow/index.html
@@ -0,0 +1,146 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Git Workflow · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ow [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/git-workflow.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Git Workflow</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor [...]
+<h2><a class="anchor" aria-hidden="true" id="对于开发者"></a><a href="#对于开发者" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
+<ol>
+<li><p>将<a href="https://github.com/apache/singa">SINGA Github repository</a> fork到你自己的Github账户。</p></li>
+<li><p>从你自己的git仓库中clone <strong>repo</strong> (short for repository):</p>
+<pre><code class="hljs css language-shell">git clone https://github.com/<Github account>/singa.git
+git remote add upstream https://github.com/apache/singa.git
+</code></pre></li>
+<li><p>创建一个新的分支（例如 <code>feature-foo</code> 或 <code>fixbug-foo</code>），在这个分支上工作并提交你的代码:</p>
+<pre><code class="hljs css language-shell">git checkout dev
+git checkout -b feature-foo
+<span class="hljs-meta">#</span><span class="bash"> write your code</span>
+git add <created/updated files>
+git commit
+</code></pre>
+<p>commit信息应包括：</p>
+<ul>
+<li>一个概括性的标题。</li>
+<li>详细的描述。如果提交是为了修复bug，描述中最好包括问题的简短复现；如果是新功能，可以描述新功能的动机/目的。</li>
+</ul>
+<p>如果您的分支有很多小的commit，您需要通过:</p>
+<pre><code class="hljs css language-shell">git rebase -i <commit id>
+</code></pre>
+<p>你可以<a href="https://help.github.com/en/articles/about-git-rebase">压制和重写</a>提交的内容。</p></li>
+<li><p>当你在写代码的时候，SINGA的<code>dev</code>分支可能已经被别人更新了；在这种情况下，你需要拉取最新的<code>dev</code>分支：</p>
+<pre><code class="hljs css language-shell">git checkout dev
+git pull upstream dev:dev
+</code></pre></li>
+<li><p>将<code>feature-foo</code> <a href="https://git-scm.com/book/en/v2/Git-Branching-Rebasing">rebase</a>到<code>dev</code>分支上，并将提交的内容推送到自己的Github账户（你刚刚创建的新分支），rebase操作是为了清理提交历史。提交当前工作后，应执行以下 git 指令：</p>
+<pre><code class="hljs css language-shell">git checkout feature-foo
+git rebase dev
+git push origin feature-foo:feature-foo
+</code></pre>
+<p>Rebase命令的<a href="https://git-scm.com/book/en/v2/Git-Branching-Rebasing">操作步骤</a>如下: "这个操作的工作原理是进入到两个分支（你所在的分支和你要rebase的分支）的共同来源 -> 获取你所在分支的每次commit所引入的差异 -> 将这些差异保存到临时文件中 -> 将当前分支重置为与你要rebase的分支相同的commit -> 最后依次修改每个差异。"</p>
+<p>因此，执行后，你还是在特性分支上，但你自己的提交ID/hash被改变了，因为diffs是在rebase时提交的；而且你的分支现在有来自<code>dev</code>分支和你自己分支的最新代码。</p></li>
+<li><p>在 Github 网站上创建一个针对 apache/singa <code>dev</code>分支的pull request（PR）。如果你想通知其他在相同文件上工作过的贡献者，你可以在Github上找到文件，然后点击 "Blame"，就可以看到最后修改代码的人的逐行注释。然后，你可以在PR描述中加上@username，就可以立即ping到他们。请说明该贡献是你的原创作品，并且你在项目的开源许可下将该作品授权给项目。你的新分支的进一步提交（例如，bug修复）将由Github自动添加到这个pull request中。</p></li>
+<li><p>接下来等待committer审核PR。在这段时间里，SINGA的<code>dev</code>可能已经被其他人更新了，这时你需要<a href="https://docs.fast.ai/dev/git.html#how-to-keep-your-feature-branch-up-to-date">合并</a>最新的<code>dev</code>来解决冲突。有些人将PR重新<a href="https://github.com/edx/edx-platform/wiki/How-to-Rebase-a-Pull-Request">rebase到最新的dev</a>上，而不是合并。但是，如果其他开发者获取这个PR来添加新的功能，然后再发送PR，那么rebase操作会在未来的PR中引入<strong>重复的提交</strong>（不同的哈希）。关于何时避免使用rebase的细节，请参见<a href="https://www.atlassian.com/git/tutorials/merging-vs-rebasing">The Golden Rule [...]
+</ol>
+<h2><a class="anchor" aria-hidden="true" id="对于committers"></a><a href="#对于committers" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
+<p>Committer可以将PR合并到上游 repo 的 dev 分支。在合并每一个PR之前，提交者应该做到：</p>
+<ul>
+<li>检查commit信息(内容和格式)</li>
+<li>检查对现有代码的修改，API的变化应该被记录下来</li>
+<li>检查Travis测试结果，检查代码/文档格式和单元测试。</li>
+</ul>
+<p>合并PR的方式有两种:</p>
+<ul>
+<li><p>在Github上，按照<a href="https://gitbox.apache.org/setup/">说明</a>将你的Apache账户与Github账户链接，之后你就可以直接在GitHub上合并PR了。</p></li>
+<li><p>通过命令行合并pull request到<a href="https://github.com/apache/singa/pull/xxx">https://github.com/apache/singa/pull/xxx</a>，应执行以下指令：</p>
+<pre><code class="hljs css language-shell">git clone https://github.com/apache/singa.git
+git remote add asf https://gitbox.apache.org/repos/asf/singa.git
+git fetch origin pull/xxx/head:prxxx
+git checkout dev
+git merge --no-ff prxxx
+git push asf dev:dev
+</code></pre>
+<p>不要使用rebase来合并PR，并禁用fast forward。</p></li>
+</ul>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/how-to-release"><span class="arrow-prev">← </span><span>How to Prepare a Release</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#对于开发者">对于开发者</a></li><li><a href="#对于committers">对于Committers</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-squar [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
\ No newline at end of file
diff --git a/content/docs/2.0.0/graph.html b/content/docs/3.3.0_Chinese/graph.html
similarity index 72%
copy from content/docs/2.0.0/graph.html
copy to content/docs/3.3.0_Chinese/graph.html
index 5485a18..19d5834 100644
--- a/content/docs/2.0.0/graph.html
+++ b/content/docs/3.3.0_Chinese/graph.html
@@ -1,10 +1,66 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Model · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownership. [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Model · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownership. [...]
document.addEventListener('DOMContentLoaded', function() {
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- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>2.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
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+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/graph.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Model</h1></header><article><div><span><!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreeme [...]
<p>神经网络中的前向和反向传播可以用一组操作来表示，比如卷积和池化。每个操作都需要一些输入的<a href="./tensor">tensors</a>，并应用一个<a href="./autograd">operator</a>来生成输出的张量。通过将每个运算符表示为一个节点，将每个张量表示为一条边，所有的运算就形成了一个计算图。有了计算图，可以通过调度运算的执行和内存的智能分配/释放来进行速度和内存优化。在SINGA中，用户只需要使用<a href="https://github.com/apache/singa/blob/master/python/singa/model.py">Model</a> API定义神经网络模型，计算图则会在C++后台自动构建和优化。</p>
<p>这样，一方面，用户使用<a href="./graph">Model</a> API按照PyTorch那样的命令式编程风格实现网络。而与PyTorch在每次迭代中重新创建操作不同的是，SINGA在第一次迭代后就会缓冲操作，隐式地创建计算图（当该功能被启用时）。因此，另一方面，SINGA的计算图与使用声明式编程的库（如TensorFlow）创建的计算图类似，因而它可以享受在图上进行的优化。</p>
<h2><a class="anchor" aria-hidden="true" id="样例"></a><a href="#样例" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c [...]
@@ -434,7 +490,7 @@ C->device()->Exec(
<li>在启用计算图的情况下进行训练，可以显著减少内存占用。</li>
<li>目前，在速度上有一点改进。在效率方面还可以做更多的优化。</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class="toc-headings"><li><a href="#图的构建">图的构建</a></li><li><a href="#优化">优化</a></li></ul></li><li><a href="#新的操作符">新的操作符</a></li><li><a href="#benchmark">Benchmark</a><ul class="toc-headings"><li><a href="#单节点">单节点</a></li><li><a href="#多线程">多线程</ [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class="toc-headings"><li><a href="#图的构建">图的构建</a></li><li><a href="#优化">优 [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/2.0.0/graph/index.html b/content/docs/3.3.0_Chinese/graph/index.html
similarity index 72%
copy from content/docs/2.0.0/graph/index.html
copy to content/docs/3.3.0_Chinese/graph/index.html
index 5485a18..19d5834 100644
--- a/content/docs/2.0.0/graph/index.html
+++ b/content/docs/3.3.0_Chinese/graph/index.html
@@ -1,10 +1,66 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Model · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownership. [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Model · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownership. [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>2.0.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
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+ }, false);
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+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
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+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/graph.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Model</h1></header><article><div><span><!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreeme [...]
<p>神经网络中的前向和反向传播可以用一组操作来表示，比如卷积和池化。每个操作都需要一些输入的<a href="./tensor">tensors</a>，并应用一个<a href="./autograd">operator</a>来生成输出的张量。通过将每个运算符表示为一个节点，将每个张量表示为一条边，所有的运算就形成了一个计算图。有了计算图，可以通过调度运算的执行和内存的智能分配/释放来进行速度和内存优化。在SINGA中，用户只需要使用<a href="https://github.com/apache/singa/blob/master/python/singa/model.py">Model</a> API定义神经网络模型，计算图则会在C++后台自动构建和优化。</p>
<p>这样，一方面，用户使用<a href="./graph">Model</a> API按照PyTorch那样的命令式编程风格实现网络。而与PyTorch在每次迭代中重新创建操作不同的是，SINGA在第一次迭代后就会缓冲操作，隐式地创建计算图（当该功能被启用时）。因此，另一方面，SINGA的计算图与使用声明式编程的库（如TensorFlow）创建的计算图类似，因而它可以享受在图上进行的优化。</p>
<h2><a class="anchor" aria-hidden="true" id="样例"></a><a href="#样例" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c [...]
@@ -434,7 +490,7 @@ C->device()->Exec(
<li>在启用计算图的情况下进行训练，可以显著减少内存占用。</li>
<li>目前，在速度上有一点改进。在效率方面还可以做更多的优化。</li>
</ul>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/4/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class="toc-headings"><li><a href="#图的构建">图的构建</a></li><li><a href="#优化">优化</a></li></ul></li><li><a href="#新的操作符">新的操作符</a></li><li><a href="#benchmark">Benchmark</a><ul class="toc-headings"><li><a href="#单节点">单节点</a></li><li><a href="#多线程">多线程</ [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/optimizer"><span class="arrow-prev">← </span><span>Optimizer</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/onnx"><span>ONNX</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#样例">样例</a></li><li><a href="#实现">实现</a><ul class="toc-headings"><li><a href="#图的构建">图的构建</a></li><li><a href="#优化">优 [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/half-precision.html b/content/docs/3.3.0_Chinese/half-precision.html
similarity index 53%
copy from content/docs/3.0.0.rc1/half-precision.html
copy to content/docs/3.3.0_Chinese/half-precision.html
index 1e51521..3e53f75 100644
--- a/content/docs/3.0.0.rc1/half-precision.html
+++ b/content/docs/3.3.0_Chinese/half-precision.html
@@ -1,10 +1,66 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Half Precision · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Half Precision · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright [...]
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addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.0.0.rc1</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-in [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/half-precision.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Half Precision</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contribu [...]
<p>Half precision training 优点:</p>
<ul>
<li>CPU内存使用低, 网络支持大。</li>
@@ -81,7 +137,7 @@ out, loss = model(tx, ty)
<span class="hljs-comment">// ...</span>
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/16/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-i [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.0.0.rc1/half-precision/index.html b/content/docs/3.3.0_Chinese/half-precision/index.html
similarity index 53%
copy from content/docs/3.0.0.rc1/half-precision/index.html
copy to content/docs/3.3.0_Chinese/half-precision/index.html
index 1e51521..3e53f75 100644
--- a/content/docs/3.0.0.rc1/half-precision/index.html
+++ b/content/docs/3.3.0_Chinese/half-precision/index.html
@@ -1,10 +1,66 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Half Precision · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Half Precision · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/half-precision.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Half Precision</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contribu [...]
<p>Half precision training 优点:</p>
<ul>
<li>CPU内存使用低, 网络支持大。</li>
@@ -81,7 +137,7 @@ out, loss = model(tx, ty)
<span class="hljs-comment">// ...</span>
}
</code></pre>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 10/16/2020</em></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义">Half data type 定义</a></li><li><a href="#half-data-type-运算">Half data type 运算</a></li></ul></li><li><a href="#training-in-half">Training in Half</a><ul class="toc-headings"><li><a href="#training-i [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/time-profiling"><span class="arrow-prev">← </span><span>Time Profiling</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/downloads"><span>Download SINGA</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#half-data-type">Half data type</a><ul class="toc-headings"><li><a href="#half-data-type-定义" [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.3.0_Chinese/history-singa.html b/content/docs/3.3.0_Chinese/history-singa.html
new file mode 100644
index 0000000..ec00956
--- /dev/null
+++ b/content/docs/3.3.0_Chinese/history-singa.html
@@ -0,0 +1,115 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>History of SINGA · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyrigh [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/history-singa.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">History of SINGA</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contrib [...]
+<h2><a class="anchor" aria-hidden="true" id="历史"></a><a href="#历史" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c [...]
+<p>SINGA由新加坡国立大学DB System Group于2014年发起，与浙江大学数据库组合作。如果您在研究中使用SINGA，请引用以下两篇论文。</p>
+<ul>
+<li><p>B.C. Ooi, K.-L. Tan, S. Wang, W. Wang, Q. Cai, G. Chen, J. Gao, Z. Luo, A. K.
+H. Tung, Y. Wang, Z. Xie, M. Zhang, and K. Zheng.
+<a href="http://www.comp.nus.edu.sg/~ooibc/singaopen-mm15.pdf">SINGA: A distributed deep learning platform</a>.
+ACM Multimedia (Open Source Software Competition) 2015</p></li>
+<li><p>W. Wang, G. Chen, T. T. A. Dinh, B. C. Ooi, K.-L.Tan, J. Gao, and S. Wang.
+<a href="http://www.comp.nus.edu.sg/~ooibc/singa-mm15.pdf">SINGA: putting deep learning in the hands of multimedia users</a>.
+ACM Multimedia 2015.</p></li>
+</ul>
+<p>Rafiki是SINGA的一个子模块，如果您在研究中使用Rafiki，请引用以下论文。</p>
+<ul>
+<li>Wei Wang, Jinyang Gao, Meihui Zhang, Sheng Wang, Gang Chen, Teck Khim Ng, Beng
+Chin Ooi, Jie Shao, Moaz Reyad.
+<a href="http://www.vldb.org/pvldb/vol12/p128-wang.pdf">Rafiki: Machine Learning as an Analytics Service System</a>.
+<a href="http://vldb.org/2019/">VLDB 2019</a>
+(<a href="https://dblp.org/rec/bib2/journals/pvldb/WangWGZCNOS18.bib">BibTex</a>).</li>
+</ul>
+<p><a href="http://tech.163.com/17/0602/17/CLUL016I00098GJ5.html">NetEase</a>,
+<a href="http://www.yzbigdata.com/en/index.html">yzBigData</a>,
+<a href="https://shentilium.com/">Shentilium</a>, <a href="http://www.foodlg.com/">Foodlg</a> 以及
+<a href="https://medilot.com/technologies">Medilot</a> 等公司在他们的工作和应用中使用了SINGA。</p>
+<h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<p>SINGA以<a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a>
+版本发布。</p>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#历史">历史</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
\ No newline at end of file
diff --git a/content/docs/3.3.0_Chinese/history-singa/index.html b/content/docs/3.3.0_Chinese/history-singa/index.html
new file mode 100644
index 0000000..ec00956
--- /dev/null
+++ b/content/docs/3.3.0_Chinese/history-singa/index.html
@@ -0,0 +1,115 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>History of SINGA · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyrigh [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/history-singa.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">History of SINGA</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contrib [...]
+<h2><a class="anchor" aria-hidden="true" id="历史"></a><a href="#历史" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c [...]
+<p>SINGA由新加坡国立大学DB System Group于2014年发起，与浙江大学数据库组合作。如果您在研究中使用SINGA，请引用以下两篇论文。</p>
+<ul>
+<li><p>B.C. Ooi, K.-L. Tan, S. Wang, W. Wang, Q. Cai, G. Chen, J. Gao, Z. Luo, A. K.
+H. Tung, Y. Wang, Z. Xie, M. Zhang, and K. Zheng.
+<a href="http://www.comp.nus.edu.sg/~ooibc/singaopen-mm15.pdf">SINGA: A distributed deep learning platform</a>.
+ACM Multimedia (Open Source Software Competition) 2015</p></li>
+<li><p>W. Wang, G. Chen, T. T. A. Dinh, B. C. Ooi, K.-L.Tan, J. Gao, and S. Wang.
+<a href="http://www.comp.nus.edu.sg/~ooibc/singa-mm15.pdf">SINGA: putting deep learning in the hands of multimedia users</a>.
+ACM Multimedia 2015.</p></li>
+</ul>
+<p>Rafiki是SINGA的一个子模块，如果您在研究中使用Rafiki，请引用以下论文。</p>
+<ul>
+<li>Wei Wang, Jinyang Gao, Meihui Zhang, Sheng Wang, Gang Chen, Teck Khim Ng, Beng
+Chin Ooi, Jie Shao, Moaz Reyad.
+<a href="http://www.vldb.org/pvldb/vol12/p128-wang.pdf">Rafiki: Machine Learning as an Analytics Service System</a>.
+<a href="http://vldb.org/2019/">VLDB 2019</a>
+(<a href="https://dblp.org/rec/bib2/journals/pvldb/WangWGZCNOS18.bib">BibTex</a>).</li>
+</ul>
+<p><a href="http://tech.163.com/17/0602/17/CLUL016I00098GJ5.html">NetEase</a>,
+<a href="http://www.yzbigdata.com/en/index.html">yzBigData</a>,
+<a href="https://shentilium.com/">Shentilium</a>, <a href="http://www.foodlg.com/">Foodlg</a> 以及
+<a href="https://medilot.com/technologies">Medilot</a> 等公司在他们的工作和应用中使用了SINGA。</p>
+<h2><a class="anchor" aria-hidden="true" id="license"></a><a href="#license" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<p>SINGA以<a href="http://www.apache.org/licenses/LICENSE-2.0">Apache License Version 2.0</a>
+版本发布。</p>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/team-list"><span class="arrow-prev">← </span><span>The SINGA Team</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/wheel-cpu"><span>CPU only</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#历史">历史</a></li><li><a href="#license">License</a></li></ul></nav></div><footer class="nav-footer" id=" [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
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+ document.addEventListener('keyup', function(e) {
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+ }
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Prepare a Release · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding [...]
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
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+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/how-to-release.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">How to Prepare a Release</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or mor [...]
+<p>这是SINGA的<a href="http://www.apache.org/dev/release-publishing.html">发布准备流程</a>指南。</p>
+<ol>
+<li><p>选择一个发布管理者。发布管理者（RM）是发布过程的协调者，他的签名文件（.asc）将会与发布一起上传。RM 生成 KEY (RSA 4096 位)并将其上传到公钥服务器，首先需要得到其他Apache用户对他的密钥的认可（签名），才能连接到信任网，RM需要先求助其他项目管理者帮忙认证他的密钥。<a href="http://www.apache.org/dev/release-signing.html">如何生成密钥？</a></p></li>
+<li><p>检查license。 <a href="https://www.apache.org/legal/src-headers.html#faq-docs">FAQ</a>;
+<a href="https://issues.apache.org/jira/projects/SINGA/issues/SINGA-447">SINGA Issue</a></p>
+<ul>
+<li>代码库不能包含与APL不兼容的第三方代码。</li>
+<li>依赖项与APL兼容，GNU类license不兼容。</li>
+<li>我们编写的所有源文件都必须包含Apache license头：<a href="http://www.apache.org/legal/src-headers.html">http://www.apache.org/legal/src-headers.html</a>.
+链接中有一个脚本可以帮助将这个头同步到所有文件。</li>
+<li>更新LICENSE文件。如果我们在发行包中包含了任何非APL的第三方代码，必须要在NOTICE文件的最后注明。</li>
+</ul></li>
+<li><p>复查版本。检查代码和文档。</p>
+<ul>
+<li>编译过程无错误。</li>
+<li>(尽可能地)包含进单元测试。</li>
+<li>Conda包运行无误。</li>
+<li>Apache网站上的在线文档是最新的。</li>
+</ul></li>
+<li><p>准备好RELEASE_NOTES文件。包括以下项目，介绍，特性，错误（链接到JIRA或Github PR），变更，依赖列表，不兼容问题，可以按照这个<a href="(http://commons.apache.org/proper/commons-digester/commons-digester-3.0/RELEASE-NOTES.txt)">例子</a>来写。</p></li>
+<li><p>打包候选版本。该版本应该打包成：apache-singa-VERSION.tar.gz。这个版本不应该包含任何二进制文件，包括git文件。但是CMake的编译依赖于git标签来获取版本号；要删除这个依赖，你需要手动更新CMakeLists.txt文件来设置版本号：</p>
+<pre><code class="hljs"># remove the following lines
+include(GetGitRevisionDescription)
+git_describe(VERSION --tags --dirty=-d)
+<span class="hljs-type">string</span>(REGEX REPLACE <span class="hljs-string">"^([0-9]+)<span class="hljs-subst">\\</span>..*"</span> <span class="hljs-string">"<span class="hljs-subst">\\</span>1"</span> VERSION_MAJOR <span class="hljs-string">"${VERSION}"</span>)
+<span class="hljs-type">string</span>(REGEX REPLACE <span class="hljs-string">"^[0-9]+<span class="hljs-subst">\\</span>.([0-9]+).*"</span> <span class="hljs-string">"<span class="hljs-subst">\\</span>1"</span> VERSION_MINOR <span class="hljs-string">"${VERSION}"</span>)
+<span class="hljs-type">string</span>(REGEX REPLACE <span class="hljs-string">"^[0-9]+<span class="hljs-subst">\\</span>.[0-9]+<span class="hljs-subst">\\</span>.([0-9]+).*"</span> <span class="hljs-string">"<span class="hljs-subst">\\</span>1"</span> VERSION_PATCH <span class="hljs-string">"${VERSION}"</span>)
+
+# set the numbers manually
+SET(PACKAGE_VERSION <span class="hljs-number">3.0</span><span class="hljs-number">.0</span>)
+SET(VERSION <span class="hljs-number">3.0</span><span class="hljs-number">.0</span>)
+SET(SINGA_MAJOR_VERSION <span class="hljs-number">3</span>) # <span class="hljs-number">0</span> -
+SET(SINGA_MINOR_VERSION <span class="hljs-number">0</span>) # <span class="hljs-number">0</span> - <span class="hljs-number">9</span>
+SET(SINGA_PATCH_VERSION <span class="hljs-number">0</span>) # <span class="hljs-number">0</span> - <span class="hljs-number">99</span>
+</code></pre>
+<p>将软件包上传到<a href="https://dist.apache.org/repos/dist/dev/singa/">stage repo</a>。应包括tar文件、签名、KEY和SHA256校验和文件。MD5不再使用，详细规则在<a href="https://dist.apache.org/repos/dist/dev/singa/">这里</a>。阶段文件夹应该包括：</p>
+<ul>
+<li>apache-singa-VERSION.tar.gz</li>
+<li>apache-singa-VERSION.acs</li>
+<li>apache-singa-VERSION.SHA256</li>
+</ul>
+<p>创建这些文件并上传到stage svn repo的命令如下：</p>
+<pre><code class="hljs css language-sh"><span class="hljs-comment"># in singa repo</span>
+rm -rf .git
+rm -rf rafiki/*
+<span class="hljs-built_in">cd</span> ..
+tar -czvf apache-singa-VERSION.tar.gz singa/
+
+mkdir stage
+<span class="hljs-built_in">cd</span> stage
+svn co https://dist.apache.org/repos/dist/dev/singa/
+<span class="hljs-built_in">cd</span> singa
+<span class="hljs-comment"># copy the KEYS file from singa repo to this folder if it is not here</span>
+cp ../../singa/KEYS .
+mkdir VERSION
+<span class="hljs-comment"># copy the tar.gz file</span>
+mv ../../apache-singa-VERSION.tar.gz VERSION/
+<span class="hljs-built_in">cd</span> VERSION
+sha512sum apache-singa-VERSION.tar.gz > apache-singa-VERSION.tar.gz.sha512
+gpg --armor --output apache-singa-VERSION.tar.gz.asc --detach-sig apache-singa-VERSION.tar.gz
+<span class="hljs-built_in">cd</span> ..
+svn add VERSION
+svn commit
+</code></pre></li>
+</ol>
+<ol start="6">
+<li>通过发送电子邮件的方式进行投票。现举例如下：</li>
+</ol>
+<pre><code class="hljs"> To: dev@singa.apache.org
+ Subject: [VOTE] <span class="hljs-keyword">Release</span> apache-singa-X.Y.Z (<span class="hljs-keyword">release</span> candidate N)
+
+ Hi <span class="hljs-keyword">all</span>,
+
+ I have created a <span class="hljs-keyword">build</span> <span class="hljs-keyword">for</span> Apache SINGA <span class="hljs-number">3.1</span><span class="hljs-number">.0</span>, <span class="hljs-keyword">release</span> candidate <span class="hljs-number">2.</span>
+
+ The <span class="hljs-keyword">release</span> note <span class="hljs-keyword">is</span> <span class="hljs-keyword">at</span>
+ https://github.com/apache/singa/<span class="hljs-built_in">blob</span>/<span class="hljs-keyword">master</span>/RELEASE_NOTES.
+
+ The artifacts <span class="hljs-keyword">to</span> be voted <span class="hljs-keyword">on</span> <span class="hljs-keyword">are</span> located here:
+ https://dist.apache.org/repos/dist/dev/singa/<span class="hljs-number">3.1</span><span class="hljs-number">.0</span>.rc2/apache-singa<span class="hljs-number">-3.1</span><span class="hljs-number">.0</span>.rc2.tar.gz
+
+ The hashes <span class="hljs-keyword">of</span> the artifacts <span class="hljs-keyword">are</span> <span class="hljs-keyword">as</span> <span class="hljs-keyword">follows</span>:
+ SHA512: <span class="hljs-number">84545499</span>ad36da108c6a599edd1d853f82d331bc03273b5278515554866f0c698e881f956b2eabcb6b29c07fa9fa4ff1add5a777b58db8a6a2362cf383b5c04d
+
+ <span class="hljs-keyword">Release</span> artifacts <span class="hljs-keyword">are</span> signed <span class="hljs-keyword">with</span> the followingkey:
+ https://dist.apache.org/repos/dist/dev/singa/<span class="hljs-keyword">KEYS</span>
+
+ The signature <span class="hljs-keyword">file</span> <span class="hljs-keyword">is</span>:
+ https://dist.apache.org/repos/dist/dev/singa/<span class="hljs-number">3.1</span><span class="hljs-number">.0</span>.rc2/apache-singa<span class="hljs-number">-3.1</span><span class="hljs-number">.0</span>.rc2.tar.gz.asc
+
+ The Github tag <span class="hljs-keyword">is</span> <span class="hljs-keyword">at</span>:
+ https://github.com/apache/singa/releases/tag/<span class="hljs-number">3.1</span><span class="hljs-number">.0</span>.rc2
+
+ The documentation website <span class="hljs-keyword">is</span> <span class="hljs-keyword">at</span>
+ <span class="hljs-keyword">http</span>://singa.apache.org/docs/<span class="hljs-keyword">next</span>/installation/
+
+ <span class="hljs-keyword">Some</span> examples <span class="hljs-keyword">are</span> available <span class="hljs-keyword">for</span> testing:
+ https://github.com/apache/singa/tree/<span class="hljs-keyword">master</span>/examples
+
+
+
+ Please vote <span class="hljs-keyword">on</span> releasing this package. The vote <span class="hljs-keyword">is</span> <span class="hljs-keyword">open</span> <span class="hljs-keyword">for</span> <span class="hljs-keyword">at</span> <span class="hljs-keyword">least</span> <span class="hljs-number">72</span> <span class="hljs-keyword">hours</span> <span class="hljs-keyword">and</span> passes <span class="hljs-keyword">if</span> a majority <span class="hljs-keyword">of</span> <span clas [...]
+
+ [ ] +<span class="hljs-number">1</span> <span class="hljs-keyword">Release</span> this <span class="hljs-keyword">package</span> <span class="hljs-keyword">as</span> Apache SINGA X.Y.Z
+
+ [ ] <span class="hljs-number">0</span> I don<span class="hljs-string">'t feel strongly about it, but I'</span>m okay <span class="hljs-keyword">with</span> the <span class="hljs-keyword">release</span>
+
+ [ ] <span class="hljs-number">-1</span> <span class="hljs-keyword">Do</span> <span class="hljs-keyword">not</span> <span class="hljs-keyword">release</span> this <span class="hljs-keyword">package</span> because...
+
+ Here <span class="hljs-keyword">is</span> my vote: +<span class="hljs-number">1</span>
+
+</code></pre>
+<ol start="7">
+<li>等待至少48小时的测试回复。任何PMC、提交者或贡献者都可以测试发布的功能，以及反馈。大家在投票+1之前应该检查这些。如果投票通过，则发送如下的结果邮件，否则，从头开始重复刚刚的步骤。</li>
+</ol>
+<pre><code class="hljs">
+<span class="hljs-keyword">To</span>: dev@singa.apache.org Subject: [RESULT][vote] Release apache-singa-X.Y.Z
+(release candidate N)
+
+Thanks <span class="hljs-keyword">to</span> everyone who has voted <span class="hljs-keyword">and</span> given their comments. The tally is as
+follows.
+
+N binding +1s: <names>
+
+N non-binding +1s: <names>
+
+<span class="hljs-literal">No</span> 0s <span class="hljs-keyword">or</span> -1s.
+
+I am delighted <span class="hljs-keyword">to</span> announce that the<span class="hljs-built_in"> proposal </span><span class="hljs-keyword">to</span> release Apache SINGA X.Y.Z has
+passed.
+
+</code></pre>
+<ol start="8">
+<li><p>将软件包上传至 <a href="https://dist.apache.org/repos/dist/release/singa/">https://dist.apache.org/repos/dist/release/singa/</a>，以便<a href="http://www.apache.org/dev/release-publishing.html#distribution">distribution</a>。</p></li>
+<li><p>更新SINGA网站的下载页面。tar.gz 文件必须从镜像下载，使用 closer.cgi 脚本；其他工件必须从 Apache 主站点下载。更多细节请看<a href="http://www.apache.org/dev/release-download-pages.html">这里</a>。我们在之前的版本中得到的一些反馈。“下载页面必须只链接到正式发布的版本，所以不能包含到GitHub的链接”，“链接到KEYS, sig和Hash的链接不能使用dist.apache.org而应该使用 <a href="https://www.apache.org/dist/singa/">https://www.apache.org/dist/singa/</a>...”“而且你只需要一个KEYS链接，而且应该描述如何使用KEYS+sig或Hash来验证下载。”</p></li>
+<li><p>删除RC标签并编译conda包。</p></li>
+<li><p>发布release信息：</p></li>
+</ol>
+<pre><code class="hljs"><span class="hljs-attribute">To</span>: announce<span class="hljs-variable">@apache</span>.org, dev<span class="hljs-variable">@singa</span>.apache.org
+<span class="hljs-attribute">Subject</span>: [ANNOUNCE] Apache SINGA X.Y.Z released
+
+We are pleased to announce that SINGA X.Y.Z is released.
+
+SINGA is a general distributed deep learning platform
+for training big deep learning models over large datasets.
+The release is available <span class="hljs-attribute">at</span>: <span class="hljs-attribute">http</span>:<span class="hljs-comment">//singa.apache.org/downloads.html</span>
+The main features of this release include XXX
+We look forward to hearing your feedback, suggestions,
+and contributions to the project.
+
+On behalf of the SINGA team, {SINGA Team Member Name}
+</code></pre>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><im [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>How to Prepare a Release · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding [...]
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
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+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
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+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
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+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
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+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
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+ event.preventDefault();
+
+ target.classList.toggle(className);
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+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/how-to-release.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">How to Prepare a Release</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or mor [...]
+<p>这是SINGA的<a href="http://www.apache.org/dev/release-publishing.html">发布准备流程</a>指南。</p>
+<ol>
+<li><p>选择一个发布管理者。发布管理者（RM）是发布过程的协调者，他的签名文件（.asc）将会与发布一起上传。RM 生成 KEY (RSA 4096 位)并将其上传到公钥服务器，首先需要得到其他Apache用户对他的密钥的认可（签名），才能连接到信任网，RM需要先求助其他项目管理者帮忙认证他的密钥。<a href="http://www.apache.org/dev/release-signing.html">如何生成密钥？</a></p></li>
+<li><p>检查license。 <a href="https://www.apache.org/legal/src-headers.html#faq-docs">FAQ</a>;
+<a href="https://issues.apache.org/jira/projects/SINGA/issues/SINGA-447">SINGA Issue</a></p>
+<ul>
+<li>代码库不能包含与APL不兼容的第三方代码。</li>
+<li>依赖项与APL兼容，GNU类license不兼容。</li>
+<li>我们编写的所有源文件都必须包含Apache license头：<a href="http://www.apache.org/legal/src-headers.html">http://www.apache.org/legal/src-headers.html</a>.
+链接中有一个脚本可以帮助将这个头同步到所有文件。</li>
+<li>更新LICENSE文件。如果我们在发行包中包含了任何非APL的第三方代码，必须要在NOTICE文件的最后注明。</li>
+</ul></li>
+<li><p>复查版本。检查代码和文档。</p>
+<ul>
+<li>编译过程无错误。</li>
+<li>(尽可能地)包含进单元测试。</li>
+<li>Conda包运行无误。</li>
+<li>Apache网站上的在线文档是最新的。</li>
+</ul></li>
+<li><p>准备好RELEASE_NOTES文件。包括以下项目，介绍，特性，错误（链接到JIRA或Github PR），变更，依赖列表，不兼容问题，可以按照这个<a href="(http://commons.apache.org/proper/commons-digester/commons-digester-3.0/RELEASE-NOTES.txt)">例子</a>来写。</p></li>
+<li><p>打包候选版本。该版本应该打包成：apache-singa-VERSION.tar.gz。这个版本不应该包含任何二进制文件，包括git文件。但是CMake的编译依赖于git标签来获取版本号；要删除这个依赖，你需要手动更新CMakeLists.txt文件来设置版本号：</p>
+<pre><code class="hljs"># remove the following lines
+include(GetGitRevisionDescription)
+git_describe(VERSION --tags --dirty=-d)
+<span class="hljs-type">string</span>(REGEX REPLACE <span class="hljs-string">"^([0-9]+)<span class="hljs-subst">\\</span>..*"</span> <span class="hljs-string">"<span class="hljs-subst">\\</span>1"</span> VERSION_MAJOR <span class="hljs-string">"${VERSION}"</span>)
+<span class="hljs-type">string</span>(REGEX REPLACE <span class="hljs-string">"^[0-9]+<span class="hljs-subst">\\</span>.([0-9]+).*"</span> <span class="hljs-string">"<span class="hljs-subst">\\</span>1"</span> VERSION_MINOR <span class="hljs-string">"${VERSION}"</span>)
+<span class="hljs-type">string</span>(REGEX REPLACE <span class="hljs-string">"^[0-9]+<span class="hljs-subst">\\</span>.[0-9]+<span class="hljs-subst">\\</span>.([0-9]+).*"</span> <span class="hljs-string">"<span class="hljs-subst">\\</span>1"</span> VERSION_PATCH <span class="hljs-string">"${VERSION}"</span>)
+
+# set the numbers manually
+SET(PACKAGE_VERSION <span class="hljs-number">3.0</span><span class="hljs-number">.0</span>)
+SET(VERSION <span class="hljs-number">3.0</span><span class="hljs-number">.0</span>)
+SET(SINGA_MAJOR_VERSION <span class="hljs-number">3</span>) # <span class="hljs-number">0</span> -
+SET(SINGA_MINOR_VERSION <span class="hljs-number">0</span>) # <span class="hljs-number">0</span> - <span class="hljs-number">9</span>
+SET(SINGA_PATCH_VERSION <span class="hljs-number">0</span>) # <span class="hljs-number">0</span> - <span class="hljs-number">99</span>
+</code></pre>
+<p>将软件包上传到<a href="https://dist.apache.org/repos/dist/dev/singa/">stage repo</a>。应包括tar文件、签名、KEY和SHA256校验和文件。MD5不再使用，详细规则在<a href="https://dist.apache.org/repos/dist/dev/singa/">这里</a>。阶段文件夹应该包括：</p>
+<ul>
+<li>apache-singa-VERSION.tar.gz</li>
+<li>apache-singa-VERSION.acs</li>
+<li>apache-singa-VERSION.SHA256</li>
+</ul>
+<p>创建这些文件并上传到stage svn repo的命令如下：</p>
+<pre><code class="hljs css language-sh"><span class="hljs-comment"># in singa repo</span>
+rm -rf .git
+rm -rf rafiki/*
+<span class="hljs-built_in">cd</span> ..
+tar -czvf apache-singa-VERSION.tar.gz singa/
+
+mkdir stage
+<span class="hljs-built_in">cd</span> stage
+svn co https://dist.apache.org/repos/dist/dev/singa/
+<span class="hljs-built_in">cd</span> singa
+<span class="hljs-comment"># copy the KEYS file from singa repo to this folder if it is not here</span>
+cp ../../singa/KEYS .
+mkdir VERSION
+<span class="hljs-comment"># copy the tar.gz file</span>
+mv ../../apache-singa-VERSION.tar.gz VERSION/
+<span class="hljs-built_in">cd</span> VERSION
+sha512sum apache-singa-VERSION.tar.gz > apache-singa-VERSION.tar.gz.sha512
+gpg --armor --output apache-singa-VERSION.tar.gz.asc --detach-sig apache-singa-VERSION.tar.gz
+<span class="hljs-built_in">cd</span> ..
+svn add VERSION
+svn commit
+</code></pre></li>
+</ol>
+<ol start="6">
+<li>通过发送电子邮件的方式进行投票。现举例如下：</li>
+</ol>
+<pre><code class="hljs"> To: dev@singa.apache.org
+ Subject: [VOTE] <span class="hljs-keyword">Release</span> apache-singa-X.Y.Z (<span class="hljs-keyword">release</span> candidate N)
+
+ Hi <span class="hljs-keyword">all</span>,
+
+ I have created a <span class="hljs-keyword">build</span> <span class="hljs-keyword">for</span> Apache SINGA <span class="hljs-number">3.1</span><span class="hljs-number">.0</span>, <span class="hljs-keyword">release</span> candidate <span class="hljs-number">2.</span>
+
+ The <span class="hljs-keyword">release</span> note <span class="hljs-keyword">is</span> <span class="hljs-keyword">at</span>
+ https://github.com/apache/singa/<span class="hljs-built_in">blob</span>/<span class="hljs-keyword">master</span>/RELEASE_NOTES.
+
+ The artifacts <span class="hljs-keyword">to</span> be voted <span class="hljs-keyword">on</span> <span class="hljs-keyword">are</span> located here:
+ https://dist.apache.org/repos/dist/dev/singa/<span class="hljs-number">3.1</span><span class="hljs-number">.0</span>.rc2/apache-singa<span class="hljs-number">-3.1</span><span class="hljs-number">.0</span>.rc2.tar.gz
+
+ The hashes <span class="hljs-keyword">of</span> the artifacts <span class="hljs-keyword">are</span> <span class="hljs-keyword">as</span> <span class="hljs-keyword">follows</span>:
+ SHA512: <span class="hljs-number">84545499</span>ad36da108c6a599edd1d853f82d331bc03273b5278515554866f0c698e881f956b2eabcb6b29c07fa9fa4ff1add5a777b58db8a6a2362cf383b5c04d
+
+ <span class="hljs-keyword">Release</span> artifacts <span class="hljs-keyword">are</span> signed <span class="hljs-keyword">with</span> the followingkey:
+ https://dist.apache.org/repos/dist/dev/singa/<span class="hljs-keyword">KEYS</span>
+
+ The signature <span class="hljs-keyword">file</span> <span class="hljs-keyword">is</span>:
+ https://dist.apache.org/repos/dist/dev/singa/<span class="hljs-number">3.1</span><span class="hljs-number">.0</span>.rc2/apache-singa<span class="hljs-number">-3.1</span><span class="hljs-number">.0</span>.rc2.tar.gz.asc
+
+ The Github tag <span class="hljs-keyword">is</span> <span class="hljs-keyword">at</span>:
+ https://github.com/apache/singa/releases/tag/<span class="hljs-number">3.1</span><span class="hljs-number">.0</span>.rc2
+
+ The documentation website <span class="hljs-keyword">is</span> <span class="hljs-keyword">at</span>
+ <span class="hljs-keyword">http</span>://singa.apache.org/docs/<span class="hljs-keyword">next</span>/installation/
+
+ <span class="hljs-keyword">Some</span> examples <span class="hljs-keyword">are</span> available <span class="hljs-keyword">for</span> testing:
+ https://github.com/apache/singa/tree/<span class="hljs-keyword">master</span>/examples
+
+
+
+ Please vote <span class="hljs-keyword">on</span> releasing this package. The vote <span class="hljs-keyword">is</span> <span class="hljs-keyword">open</span> <span class="hljs-keyword">for</span> <span class="hljs-keyword">at</span> <span class="hljs-keyword">least</span> <span class="hljs-number">72</span> <span class="hljs-keyword">hours</span> <span class="hljs-keyword">and</span> passes <span class="hljs-keyword">if</span> a majority <span class="hljs-keyword">of</span> <span clas [...]
+
+ [ ] +<span class="hljs-number">1</span> <span class="hljs-keyword">Release</span> this <span class="hljs-keyword">package</span> <span class="hljs-keyword">as</span> Apache SINGA X.Y.Z
+
+ [ ] <span class="hljs-number">0</span> I don<span class="hljs-string">'t feel strongly about it, but I'</span>m okay <span class="hljs-keyword">with</span> the <span class="hljs-keyword">release</span>
+
+ [ ] <span class="hljs-number">-1</span> <span class="hljs-keyword">Do</span> <span class="hljs-keyword">not</span> <span class="hljs-keyword">release</span> this <span class="hljs-keyword">package</span> because...
+
+ Here <span class="hljs-keyword">is</span> my vote: +<span class="hljs-number">1</span>
+
+</code></pre>
+<ol start="7">
+<li>等待至少48小时的测试回复。任何PMC、提交者或贡献者都可以测试发布的功能，以及反馈。大家在投票+1之前应该检查这些。如果投票通过，则发送如下的结果邮件，否则，从头开始重复刚刚的步骤。</li>
+</ol>
+<pre><code class="hljs">
+<span class="hljs-keyword">To</span>: dev@singa.apache.org Subject: [RESULT][vote] Release apache-singa-X.Y.Z
+(release candidate N)
+
+Thanks <span class="hljs-keyword">to</span> everyone who has voted <span class="hljs-keyword">and</span> given their comments. The tally is as
+follows.
+
+N binding +1s: <names>
+
+N non-binding +1s: <names>
+
+<span class="hljs-literal">No</span> 0s <span class="hljs-keyword">or</span> -1s.
+
+I am delighted <span class="hljs-keyword">to</span> announce that the<span class="hljs-built_in"> proposal </span><span class="hljs-keyword">to</span> release Apache SINGA X.Y.Z has
+passed.
+
+</code></pre>
+<ol start="8">
+<li><p>将软件包上传至 <a href="https://dist.apache.org/repos/dist/release/singa/">https://dist.apache.org/repos/dist/release/singa/</a>，以便<a href="http://www.apache.org/dev/release-publishing.html#distribution">distribution</a>。</p></li>
+<li><p>更新SINGA网站的下载页面。tar.gz 文件必须从镜像下载，使用 closer.cgi 脚本；其他工件必须从 Apache 主站点下载。更多细节请看<a href="http://www.apache.org/dev/release-download-pages.html">这里</a>。我们在之前的版本中得到的一些反馈。“下载页面必须只链接到正式发布的版本，所以不能包含到GitHub的链接”，“链接到KEYS, sig和Hash的链接不能使用dist.apache.org而应该使用 <a href="https://www.apache.org/dist/singa/">https://www.apache.org/dist/singa/</a>...”“而且你只需要一个KEYS链接，而且应该描述如何使用KEYS+sig或Hash来验证下载。”</p></li>
+<li><p>删除RC标签并编译conda包。</p></li>
+<li><p>发布release信息：</p></li>
+</ol>
+<pre><code class="hljs"><span class="hljs-attribute">To</span>: announce<span class="hljs-variable">@apache</span>.org, dev<span class="hljs-variable">@singa</span>.apache.org
+<span class="hljs-attribute">Subject</span>: [ANNOUNCE] Apache SINGA X.Y.Z released
+
+We are pleased to announce that SINGA X.Y.Z is released.
+
+SINGA is a general distributed deep learning platform
+for training big deep learning models over large datasets.
+The release is available <span class="hljs-attribute">at</span>: <span class="hljs-attribute">http</span>:<span class="hljs-comment">//singa.apache.org/downloads.html</span>
+The main features of this release include XXX
+We look forward to hearing your feedback, suggestions,
+and contributions to the project.
+
+On behalf of the SINGA team, {SINGA Team Member Name}
+</code></pre>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/contribute-docs"><span class="arrow-prev">← </span><span>How to Contribute to Documentation</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/git-workflow"><span>Git Workflow</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><im [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
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+ </script></body></html>
\ No newline at end of file
diff --git a/content/docs/3.3.0_Chinese/install-win.html b/content/docs/3.3.0_Chinese/install-win.html
new file mode 100644
index 0000000..8da3dd9
--- /dev/null
+++ b/content/docs/3.3.0_Chinese/install-win.html
@@ -0,0 +1,330 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Build SINGA on Windows · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding co [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+<p>在Microsoft Windows上从源码构建SINGA的过程有四个部分：安装依赖关系、构建SINGA源码、（可选择）安装python模块和（可选择）运行单元测试。</p>
+<h2><a class="anchor" aria-hidden="true" id="安装依赖项"></a><a href="#安装依赖项" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
+<p>你可以创建一个文件夹来构建依赖关系。</p>
+<p>使用到的依赖项有：</p>
+<ul>
+<li><p>编译器和IDE：</p>
+<ul>
+<li>Visual Studio，社区版是免费的，可以用来构建SINGA。
+<a href="https://www.visualstudio.com/">https://www.visualstudio.com/</a></li>
+</ul></li>
+<li><p>CMake</p>
+<ul>
+<li>可以从 <a href="http://cmake.org/">http://cmake.org/</a> 下载</li>
+<li>确保 cmake 可执行文件的路径在系统路径中，或者在调用 cmake 时使用完整路径。</li>
+</ul></li>
+<li><p>SWIG</p>
+<ul>
+<li>可以从 <a href="http://swig.org/">http://swig.org/</a> 下载</li>
+<li>确保swig可执行文件的路径在系统路径中，或者在调用swig时使用完整路径。请使用最新的版本，如3.0.12。</li>
+</ul></li>
+<li><p>Protocol Buffers</p>
+<ul>
+<li>下载一个合适的版本，如2.6.1:
+<a href="https://github.com/google/protobuf/releases/tag/v2.6.1">https://github.com/google/protobuf/releases/tag/v2.6.1</a> 。</li>
+<li>下载 protobuf-2.6.1.zip 和 protoc-2.6.1-win32.zip。</li>
+<li>将这两个文件解压到dependencies文件夹中，将protoc可执行文件的路径添加到系统路径中，或者在调用它时使用完整路径。</li>
+<li>打开Visual Studio solution，它可以在vsproject文件夹中找到。</li>
+<li>将build settings改为Release和x64。</li>
+<li>构建libprotobuf项目。</li>
+</ul></li>
+<li><p>Openblas</p>
+<ul>
+<li>从 <a href="http://www.openblas.net">http://www.openblas.net</a> 下载合适的源码，如0.2.20。</li>
+<li>将源码解压到dependencies文件夹中。</li>
+<li>如果你没有安装Perl，请下载一个perl环境，如Strawberry Perl (<a href="http://strawberryperl.com/">http://strawberryperl.com/</a>)。</li>
+<li>在源文件夹中运行此命令来构建Visual Studio解决方案：</li>
+</ul>
+<pre><code class="hljs css language-bash">cmake -G <span class="hljs-string">"Visual Studio 15 2017 Win64"</span>
+</code></pre>
+<ul>
+<li>打开Visual Studio解决方案并将build settings更改为Release和x64。</li>
+<li>构建libopenblas项目。</li>
+</ul></li>
+<li><p>Google glog</p>
+<ul>
+<li>下载一个合适的版本，如0.3.5:
+<a href="https://github.com/google/glog/releases">https://github.com/google/glog/releases</a></li>
+<li>将源码解压到dependencies文件夹中。</li>
+<li>打开Visual Studio solution.</li>
+<li>将build settings改为Release and x64.</li>
+<li>构建libglog项目。</li>
+</ul></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="构建singa源代码"></a><a href="#构建singa源代码" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<ul>
+<li><p>下载SINGA源代码</p></li>
+<li><p>编译protobuf文件:</p>
+<ul>
+<li>在src/proto目录中：</li>
+</ul>
+<pre><code class="hljs css language-shell">mkdir python_out
+protoc.exe *.proto --python_out python_out
+</code></pre></li>
+<li><p>为C++和Python生成swig接口：在src/api目录中：</p>
+<pre><code class="hljs css language-shell">swig -python -c++ singa.i
+</code></pre></li>
+<li><p>生成SINGA的Visual Studio解决方案：在SINGA源码根目录中：</p>
+<pre><code class="hljs css language-shell">mkdir build
+cd build
+</code></pre></li>
+<li><p>调用 cmake 并添加系统路径，类似于下面的例子:</p>
+<pre><code class="hljs css language-shell">cmake -G "Visual Studio 15 2017 Win64" ^
+ -DGLOG_INCLUDE_DIR="D:/WinSinga/dependencies/glog-0.3.5/src/windows" ^
+ -DGLOG_LIBRARIES="D:/WinSinga/dependencies/glog-0.3.5/x64/Release" ^
+ -DCBLAS_INCLUDE_DIR="D:/WinSinga/dependencies/openblas-0.2.20/lapack-netlib/CBLAS/include" ^
+ -DCBLAS_LIBRARIES="D:/WinSinga/dependencies/openblas-0.2.20/lib/RELEASE" ^
+ -DProtobuf_INCLUDE_DIR="D:/WinSinga/dependencies/protobuf-2.6.1/src" ^
+ -DProtobuf_LIBRARIES="D:/WinSinga/dependencies/protobuf-2.6.1/vsprojects/x64/Release" ^
+ -DProtobuf_PROTOC_EXECUTABLE="D:/WinSinga/dependencies/protoc-2.6.1-win32/protoc.exe" ^
+ ..
+</code></pre></li>
+<li><p>在Visual Studio中打开生成的解决方案。</p></li>
+<li><p>将构建设置改为Release和x64。</p></li>
+<li><p>将src/api中的singa_wrap.cxx文件添加到singa_objects项目中。</p></li>
+<li><p>在 singa_objects 项目中，打开 Additional Include Directories。</p></li>
+<li><p>添加Python的include路径。</p></li>
+<li><p>添加numpy的include路径。</p></li>
+<li><p>添加protobuf的include路径。</p></li>
+<li><p>在 singa_objects 项目的预处理程序定义中， 添加 USE_GLOG。</p></li>
+<li><p>构建singa_objects项目。</p></li>
+<li><p>在singa项目中:</p>
+<ul>
+<li>将singa_wrap.obj添加到对象库。</li>
+<li>将目标名称改为"_singa_wrap"。</li>
+<li>将目标扩展名为.pyd。</li>
+<li>将配置类型改为动态库(.dll)。</li>
+<li>进入Additional Library Directories，添加路径到python、openblas、protobuf和glog库。</li>
+<li>在Additional Dependencies中添加libopenblas.lib、libglog.lib和libprotobuf.lib。</li>
+</ul></li>
+<li><p>构建singa项目</p></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="安装python模块"></a><a href="#安装python模块" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<ul>
+<li><p>将build/python/setup.py中的<code>_singa_wrap.so</code>改为<code>_singa_wrap.pyd</code>。</p></li>
+<li><p>将<code>src/proto/python_out</code>中的文件复制到<code>build/python/singa/proto</code>中。</p></li>
+<li><p>（可选）创建并激活一个虚拟环境：</p>
+<pre><code class="hljs css language-shell">mkdir SingaEnv
+virtualenv SingaEnv
+SingaEnv\Scripts\activate
+</code></pre></li>
+<li><p>进入build/python文件夹，运行:</p>
+<pre><code class="hljs css language-shell">python setup.py install
+</code></pre></li>
+<li><p>将 _singa_wrap.pyd、libglog.dll 和 libopenblas.dll 添加到路径中，或者将它们复制到 python site-packages 中的 singa package 文件夹中。</p></li>
+</ul>
+<ul>
+<li><p>通过运行如下命令，来验证SINGA是否安装成功：</p>
+<pre><code class="hljs css language-shell">python -c "from singa import tensor"
+</code></pre></li>
+</ul>
+<p>构建过程的视频教程可以在这里找到：</p>
+<p><a href="https://www.youtube.com/watch?v=cteER7WeiGk"><img src="https://img.youtube.com/vi/cteER7WeiGk/0.jpg" alt="youtube video"></a></p>
+<h2><a class="anchor" aria-hidden="true" id="运行单元测试"></a><a href="#运行单元测试" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2. [...]
+<ul>
+<li><p>在测试文件夹中，生成Visual Studio解决方案：</p>
+<pre><code class="hljs css language-shell">cmake -G "Visual Studio 15 2017 Win64"
+</code></pre></li>
+<li><p>在Visual Studio中打开生成的解决方案。</p></li>
+<li><p>更改build settings为Release和x64。</p></li>
+<li><p>构建glog项目。</p></li>
+<li><p>在test_singa项目中:</p>
+<ul>
+<li>将 USE_GLOG 添加到Preprocessor Definitions中。</li>
+<li>在 Additional Include Directories 中， 添加上面第 2 步中使用的 GLOG_INCLUDE_DIR、 CBLAS_INCLUDE_DIR 和 Protobuf_INCLUDE_DIR 的路径。同时添加build和build/include文件夹。</li>
+<li>转到Additional Library Directories，添加openblas、protobuf和glog库的路径。同时添加 build/src/singa_objects.dir/Release。</li>
+<li>转到 Additional Dependencies 并添加 libopenblas.lib、libglog.lib 和 libprotobuf.lib。修改两个库的名字：gtest.lib和singa_objects.lib。</li>
+</ul></li>
+<li><p>构建test_singa项目。</p></li>
+<li><p>将libglog.dll和libopenblas.dll添加到路径中，或者将它们复制到test/release文件夹中，使其可用。</p></li>
+<li><p>单元测试可以通过如下方式执行：</p>
+<ul>
+<li>从命令行:</li>
+</ul>
+<pre><code class="hljs css language-shell">test_singa.exe
+</code></pre>
+<ul>
+<li>从Visual Studio:
+<ul>
+<li>右键点击test_singa项目，选择 "Set as StartUp Project"。</li>
+<li>在Debug菜单中，选择'Start Without Debugging'。</li>
+</ul></li>
+</ul></li>
+</ul>
+<p>单元测试的视频教程可以在这里找到:</p>
+<p><a href="https://www.youtube.com/watch?v=393gPtzMN1k"><img src="https://img.youtube.com/vi/393gPtzMN1k/0.jpg" alt="youtube video"></a></p>
+<h2><a class="anchor" aria-hidden="true" id="构建包含cuda的gpu支持"></a><a href="#构建包含cuda的gpu支持" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0- [...]
+<p>在本节中，我们将扩展前面的步骤来启用GPU。</p>
+<h3><a class="anchor" aria-hidden="true" id="安装依赖项-1"></a><a href="#安装依赖项-1" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<p>除了上面第1节的依赖关系外，我们还需要以下内容：</p>
+<ul>
+<li><p>CUDA</p>
+<p>从 <a href="https://developer.nvidia.com/cuda-downloads">https://developer.nvidia.com/cuda-downloads</a> 下载一个合适的版本，如9.1。确保已经安装了Visual Studio集成模块。</p></li>
+</ul>
+<ul>
+<li><p>cuDNN</p>
+<p>从 <a href="https://developer.nvidia.com/cudnn">https://developer.nvidia.com/cudnn</a> 下载一个合适的版本，如7.1。</p></li>
+<li><p>cnmem:</p>
+<ul>
+<li>从 <a href="https://github.com/NVIDIA/cnmem">https://github.com/NVIDIA/cnmem</a> 下载最新版本。</li>
+<li>构建Visual Studio解决方案：</li>
+</ul>
+<pre><code class="hljs css language-shell">cmake -G "Visual Studio 15 2017 Win64"
+</code></pre>
+<ul>
+<li>在Visual Studio中打开生成的解决方案。</li>
+<li>将build settings改为Release和x64。</li>
+<li>构建cnmem项目。</li>
+</ul></li>
+</ul>
+<h3><a class="anchor" aria-hidden="true" id="构建singa源代码-1"></a><a href="#构建singa源代码-1" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
+<ul>
+<li>调用 cmake 并添加系统路径，类似于下面的例子：
+<pre><code class="hljs css language-shell">cmake -G "Visual Studio 15 2017 Win64" ^
+ -DGLOG_INCLUDE_DIR="D:/WinSinga/dependencies/glog-0.3.5/src/windows" ^
+ -DGLOG_LIBRARIES="D:/WinSinga/dependencies/glog-0.3.5/x64/Release" ^
+ -DCBLAS_INCLUDE_DIR="D:/WinSinga/dependencies/openblas-0.2.20/lapack-netlib/CBLAS/include" ^
+ -DCBLAS_LIBRARIES="D:/WinSinga/dependencies/openblas-0.2.20/lib/RELEASE" ^
+ -DProtobuf_INCLUDE_DIR="D:/WinSinga/dependencies/protobuf-2.6.1/src" ^
+ -DProtobuf_LIBRARIES="D:\WinSinga/dependencies/protobuf-2.6.1/vsprojects/x64/Release" ^
+ -DProtobuf_PROTOC_EXECUTABLE="D:/WinSinga/dependencies/protoc-2.6.1-win32/protoc.exe" ^
+ -DCUDNN_INCLUDE_DIR=D:\WinSinga\dependencies\cudnn-9.1-windows10-x64-v7.1\cuda\include ^
+ -DCUDNN_LIBRARIES=D:\WinSinga\dependencies\cudnn-9.1-windows10-x64-v7.1\cuda\lib\x64 ^
+ -DSWIG_DIR=D:\WinSinga\dependencies\swigwin-3.0.12 ^
+ -DSWIG_EXECUTABLE=D:\WinSinga\dependencies\swigwin-3.0.12\swig.exe ^
+ -DUSE_CUDA=YES ^
+ -DCUDNN_VERSION=7 ^
+ ..
+</code></pre></li>
+</ul>
+<ul>
+<li><p>为C++和Python生成swig接口。在src/api目录中：</p>
+<pre><code class="hljs css language-shell">swig -python -c++ singa.i
+</code></pre></li>
+<li><p>在Visual Studio中打开生成的解决方案</p></li>
+<li><p>将build settings改为Release和x64</p></li>
+</ul>
+<h4><a class="anchor" aria-hidden="true" id="构建singa_objects"></a><a href="#构建singa_objects" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 [...]
+<ul>
+<li>将src/api中的singa_wrap.cxx文件添加到singa_objects项目中。</li>
+<li>在 singa_objects 项目中，打开 Additional Include Directories。</li>
+<li>添加Python的include路径</li>
+<li>添加numpy include路径</li>
+<li>添加protobuf包括路径</li>
+<li>增加CUDA、cuDNN和cnmem的包含路径。</li>
+<li>在 singa_objects 项目的预处理程序定义中， 加入 USE_GLOG、 USE_CUDA 和 USE_CUDNN。删除 DISABLE_WARNINGS。</li>
+<li>建立 singa_objects 项目</li>
+</ul>
+<h4><a class="anchor" aria-hidden="true" id="构建singa-kernel"></a><a href="#构建singa-kernel" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0- [...]
+<ul>
+<li><p>创建一个新的Visual Studio项目，类型为 "CUDA 9.1 Runtime"。给它起个名字，比如singa-kernel。</p></li>
+<li><p>该项目自带一个名为kernel.cu的初始文件，从项目中删除这个文件。</p></li>
+<li><p>添加这个文件：src/core/tensor/math_kernel.cu。</p></li>
+<li><p>在项目设置中。</p>
+<ul>
+<li>将平台工具集设置为 "Visual Studio 2015 (v140)"</li>
+<li>将 "配置类型 "设置为 "静态库(.lib)"</li>
+<li>在include目录中，添加build/include。</li>
+</ul></li>
+<li><p>建立singa-kernel项目</p></li>
+</ul>
+<h4><a class="anchor" aria-hidden="true" id="构建singa"></a><a href="#构建singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<ul>
+<li><p>在singa项目中：</p>
+<ul>
+<li>将singa_wrap.obj添加到对象库中。</li>
+<li>将目标名称改为"_singa_wrap"。</li>
+<li>将目标扩展名为.pyd。</li>
+<li>将配置类型改为动态库(.dll)。</li>
+<li>到Additional Library Directories中添加python、openblas的路径。protobuf和glog库。</li>
+<li>同时添加singa-kernel、cnmem、cuda和cudnn的library path。</li>
+<li>到Additional Dependencies，并添加libopenblas.lib、libglog.lib和 libprotobuf.lib。</li>
+<li>另外还要添加：singa-kernel.lib、cnmem.lib、cudnn.lib、cuda.lib、cublas.lib。curand.lib和cudart.lib。</li>
+</ul></li>
+<li><p>构建singa项目。</p></li>
+</ul>
+<h3><a class="anchor" aria-hidden="true" id="install-python-module"></a><a href="#install-python-module" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2 [...]
+<ul>
+<li><p>将 build/python/setup.py 中的 _singa_wrap.so 改为 _singa_wrap.pyd。</p></li>
+<li><p>将 src/proto/python_out 中的文件复制到 build/python/singa/proto 中。</p></li>
+<li><p>（可选） 创建并激活虚拟环境:</p>
+<pre><code class="hljs css language-shell">mkdir SingaEnv
+virtualenv SingaEnv
+SingaEnv\Scripts\activate
+</code></pre></li>
+<li><p>进入build/python文件夹，运行:</p>
+<pre><code class="hljs css language-shell">python setup.py install
+</code></pre></li>
+<li><p>将 _singa_wrap.pyd, libglog.dll, libopenblas.dll, cnmem.dll, CUDA Runtime (例如 cudart64_91.dll) 和 cuDNN (例如 cudnn64_7.dll) 添加到路径中，或者将它们复制到 python site-packages 中的 singa package 文件夹中。</p></li>
+<li><p>通过运行如下命令来验证SINGA是否已经安装：</p>
+<pre><code class="hljs css language-shell">python -c "from singa import device; dev = device.create_cuda_gpu()"
+</code></pre></li>
+</ul>
+<p>这个部分的视频教程可以在这里找到：</p>
+<p><a href="https://www.youtube.com/watch?v=YasKVjRtuDs"><img src="https://img.youtube.com/vi/YasKVjRtuDs/0.jpg" alt="youtube video"></a></p>
+<h3><a class="anchor" aria-hidden="true" id="运行单元测试-1"></a><a href="#运行单元测试-1" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
+<ul>
+<li><p>在测试文件夹中，生成Visual Studio解决方案：</p>
+<pre><code class="hljs css language-shell">cmake -G "Visual Studio 15 2017 Win64"
+</code></pre></li>
+<li><p>在Visual Studio中打开生成的解决方案，或者将项目添加到步骤5.2中创建的singa解决方案中。</p></li>
+<li><p>将build settings改为Release和x64。</p></li>
+<li><p>构建 glog 项目。</p></li>
+<li><p>在test_singa项目中:</p>
+<ul>
+<li>将 USE_GLOG; USE_CUDA; USE_CUDNN 添加到Preprocessor Definitions中。</li>
+<li>在 Additional Include Directories 中， 添加上面 5.2 中使用的 GLOG_INCLUDE_DIR、 CBLAS_INCLUDE_DIR 和 Protobuf_INCLUDE_DIR 的路径。同时添加build、build/include、CUDA和cuDNN的include文件夹。</li>
+<li>转到Additional Library Directories，添加openblas、protobuf和glog库的路径。同时添加 build/src/singa_objects.dir/Release、singa-kernel、cnmem、CUDA 和 cuDNN 库的路径。</li>
+<li>在Additional Dependencies中添加libopenblas.lib; libglog.lib; libprotobuf.lib; cnmem.lib; cudnn.lib; cuda.lib; cublas.lib; curand.lib; cudart.lib; singa-kernel.lib。修正两个库的名字：gtest.lib和singa_objects.lib。</li>
+</ul></li>
+</ul>
+<ul>
+<li><p>构建.</p></li>
+<li><p>将libglog.dll、libopenblas.dll、cnmem.dll、cudart64_91.dll和cudnn64_7.dll添加到路径中，或将它们复制到test/release文件夹中，使其可用。</p></li>
+<li><p>单元测试可以通过如下方式执行：</p>
+<ul>
+<li><p>从命令行:</p>
+<pre><code class="hljs css language-shell">test_singa.exe
+</code></pre></li>
+<li><p>从 Visual Studio:</p>
+<ul>
+<li>右键点击test_singa项目，选择 'Set as StartUp Project'.</li>
+<li>从Debug菜单，选择 'Start Without Debugging'</li>
+</ul></li>
+</ul></li>
+</ul>
+<p>运行单元测试的视频教程可以在这里找到：</p>
+<p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#安装依赖项">安装依赖项</a></li><li><a href="#构建singa源代码">构建SINGA源代码</a></li><li><a href="#安装python模块">安装python模块</a></li><li><a href="#运行单元测试">运行单元测试</a></li><li><a href="#构建包含cuda的gpu支持">构建包含cuda的GPU支持</a><ul class="toc-headings"><li><a href="#安装依赖项-1">安装依赖项</a></li><li><a href="#构建singa源代码-1">构建SINGA源代码</a></li><li><a href="#install-python-module">Install Python [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
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diff --git a/content/docs/3.3.0_Chinese/install-win/index.html b/content/docs/3.3.0_Chinese/install-win/index.html
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--- /dev/null
+++ b/content/docs/3.3.0_Chinese/install-win/index.html
@@ -0,0 +1,330 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Build SINGA on Windows · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding co [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+<p>在Microsoft Windows上从源码构建SINGA的过程有四个部分：安装依赖关系、构建SINGA源码、（可选择）安装python模块和（可选择）运行单元测试。</p>
+<h2><a class="anchor" aria-hidden="true" id="安装依赖项"></a><a href="#安装依赖项" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
+<p>你可以创建一个文件夹来构建依赖关系。</p>
+<p>使用到的依赖项有：</p>
+<ul>
+<li><p>编译器和IDE：</p>
+<ul>
+<li>Visual Studio，社区版是免费的，可以用来构建SINGA。
+<a href="https://www.visualstudio.com/">https://www.visualstudio.com/</a></li>
+</ul></li>
+<li><p>CMake</p>
+<ul>
+<li>可以从 <a href="http://cmake.org/">http://cmake.org/</a> 下载</li>
+<li>确保 cmake 可执行文件的路径在系统路径中，或者在调用 cmake 时使用完整路径。</li>
+</ul></li>
+<li><p>SWIG</p>
+<ul>
+<li>可以从 <a href="http://swig.org/">http://swig.org/</a> 下载</li>
+<li>确保swig可执行文件的路径在系统路径中，或者在调用swig时使用完整路径。请使用最新的版本，如3.0.12。</li>
+</ul></li>
+<li><p>Protocol Buffers</p>
+<ul>
+<li>下载一个合适的版本，如2.6.1:
+<a href="https://github.com/google/protobuf/releases/tag/v2.6.1">https://github.com/google/protobuf/releases/tag/v2.6.1</a> 。</li>
+<li>下载 protobuf-2.6.1.zip 和 protoc-2.6.1-win32.zip。</li>
+<li>将这两个文件解压到dependencies文件夹中，将protoc可执行文件的路径添加到系统路径中，或者在调用它时使用完整路径。</li>
+<li>打开Visual Studio solution，它可以在vsproject文件夹中找到。</li>
+<li>将build settings改为Release和x64。</li>
+<li>构建libprotobuf项目。</li>
+</ul></li>
+<li><p>Openblas</p>
+<ul>
+<li>从 <a href="http://www.openblas.net">http://www.openblas.net</a> 下载合适的源码，如0.2.20。</li>
+<li>将源码解压到dependencies文件夹中。</li>
+<li>如果你没有安装Perl，请下载一个perl环境，如Strawberry Perl (<a href="http://strawberryperl.com/">http://strawberryperl.com/</a>)。</li>
+<li>在源文件夹中运行此命令来构建Visual Studio解决方案：</li>
+</ul>
+<pre><code class="hljs css language-bash">cmake -G <span class="hljs-string">"Visual Studio 15 2017 Win64"</span>
+</code></pre>
+<ul>
+<li>打开Visual Studio解决方案并将build settings更改为Release和x64。</li>
+<li>构建libopenblas项目。</li>
+</ul></li>
+<li><p>Google glog</p>
+<ul>
+<li>下载一个合适的版本，如0.3.5:
+<a href="https://github.com/google/glog/releases">https://github.com/google/glog/releases</a></li>
+<li>将源码解压到dependencies文件夹中。</li>
+<li>打开Visual Studio solution.</li>
+<li>将build settings改为Release and x64.</li>
+<li>构建libglog项目。</li>
+</ul></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="构建singa源代码"></a><a href="#构建singa源代码" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<ul>
+<li><p>下载SINGA源代码</p></li>
+<li><p>编译protobuf文件:</p>
+<ul>
+<li>在src/proto目录中：</li>
+</ul>
+<pre><code class="hljs css language-shell">mkdir python_out
+protoc.exe *.proto --python_out python_out
+</code></pre></li>
+<li><p>为C++和Python生成swig接口：在src/api目录中：</p>
+<pre><code class="hljs css language-shell">swig -python -c++ singa.i
+</code></pre></li>
+<li><p>生成SINGA的Visual Studio解决方案：在SINGA源码根目录中：</p>
+<pre><code class="hljs css language-shell">mkdir build
+cd build
+</code></pre></li>
+<li><p>调用 cmake 并添加系统路径，类似于下面的例子:</p>
+<pre><code class="hljs css language-shell">cmake -G "Visual Studio 15 2017 Win64" ^
+ -DGLOG_INCLUDE_DIR="D:/WinSinga/dependencies/glog-0.3.5/src/windows" ^
+ -DGLOG_LIBRARIES="D:/WinSinga/dependencies/glog-0.3.5/x64/Release" ^
+ -DCBLAS_INCLUDE_DIR="D:/WinSinga/dependencies/openblas-0.2.20/lapack-netlib/CBLAS/include" ^
+ -DCBLAS_LIBRARIES="D:/WinSinga/dependencies/openblas-0.2.20/lib/RELEASE" ^
+ -DProtobuf_INCLUDE_DIR="D:/WinSinga/dependencies/protobuf-2.6.1/src" ^
+ -DProtobuf_LIBRARIES="D:/WinSinga/dependencies/protobuf-2.6.1/vsprojects/x64/Release" ^
+ -DProtobuf_PROTOC_EXECUTABLE="D:/WinSinga/dependencies/protoc-2.6.1-win32/protoc.exe" ^
+ ..
+</code></pre></li>
+<li><p>在Visual Studio中打开生成的解决方案。</p></li>
+<li><p>将构建设置改为Release和x64。</p></li>
+<li><p>将src/api中的singa_wrap.cxx文件添加到singa_objects项目中。</p></li>
+<li><p>在 singa_objects 项目中，打开 Additional Include Directories。</p></li>
+<li><p>添加Python的include路径。</p></li>
+<li><p>添加numpy的include路径。</p></li>
+<li><p>添加protobuf的include路径。</p></li>
+<li><p>在 singa_objects 项目的预处理程序定义中， 添加 USE_GLOG。</p></li>
+<li><p>构建singa_objects项目。</p></li>
+<li><p>在singa项目中:</p>
+<ul>
+<li>将singa_wrap.obj添加到对象库。</li>
+<li>将目标名称改为"_singa_wrap"。</li>
+<li>将目标扩展名为.pyd。</li>
+<li>将配置类型改为动态库(.dll)。</li>
+<li>进入Additional Library Directories，添加路径到python、openblas、protobuf和glog库。</li>
+<li>在Additional Dependencies中添加libopenblas.lib、libglog.lib和libprotobuf.lib。</li>
+</ul></li>
+<li><p>构建singa项目</p></li>
+</ul>
+<h2><a class="anchor" aria-hidden="true" id="安装python模块"></a><a href="#安装python模块" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1 [...]
+<ul>
+<li><p>将build/python/setup.py中的<code>_singa_wrap.so</code>改为<code>_singa_wrap.pyd</code>。</p></li>
+<li><p>将<code>src/proto/python_out</code>中的文件复制到<code>build/python/singa/proto</code>中。</p></li>
+<li><p>（可选）创建并激活一个虚拟环境：</p>
+<pre><code class="hljs css language-shell">mkdir SingaEnv
+virtualenv SingaEnv
+SingaEnv\Scripts\activate
+</code></pre></li>
+<li><p>进入build/python文件夹，运行:</p>
+<pre><code class="hljs css language-shell">python setup.py install
+</code></pre></li>
+<li><p>将 _singa_wrap.pyd、libglog.dll 和 libopenblas.dll 添加到路径中，或者将它们复制到 python site-packages 中的 singa package 文件夹中。</p></li>
+</ul>
+<ul>
+<li><p>通过运行如下命令，来验证SINGA是否安装成功：</p>
+<pre><code class="hljs css language-shell">python -c "from singa import tensor"
+</code></pre></li>
+</ul>
+<p>构建过程的视频教程可以在这里找到：</p>
+<p><a href="https://www.youtube.com/watch?v=cteER7WeiGk"><img src="https://img.youtube.com/vi/cteER7WeiGk/0.jpg" alt="youtube video"></a></p>
+<h2><a class="anchor" aria-hidden="true" id="运行单元测试"></a><a href="#运行单元测试" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2. [...]
+<ul>
+<li><p>在测试文件夹中，生成Visual Studio解决方案：</p>
+<pre><code class="hljs css language-shell">cmake -G "Visual Studio 15 2017 Win64"
+</code></pre></li>
+<li><p>在Visual Studio中打开生成的解决方案。</p></li>
+<li><p>更改build settings为Release和x64。</p></li>
+<li><p>构建glog项目。</p></li>
+<li><p>在test_singa项目中:</p>
+<ul>
+<li>将 USE_GLOG 添加到Preprocessor Definitions中。</li>
+<li>在 Additional Include Directories 中， 添加上面第 2 步中使用的 GLOG_INCLUDE_DIR、 CBLAS_INCLUDE_DIR 和 Protobuf_INCLUDE_DIR 的路径。同时添加build和build/include文件夹。</li>
+<li>转到Additional Library Directories，添加openblas、protobuf和glog库的路径。同时添加 build/src/singa_objects.dir/Release。</li>
+<li>转到 Additional Dependencies 并添加 libopenblas.lib、libglog.lib 和 libprotobuf.lib。修改两个库的名字：gtest.lib和singa_objects.lib。</li>
+</ul></li>
+<li><p>构建test_singa项目。</p></li>
+<li><p>将libglog.dll和libopenblas.dll添加到路径中，或者将它们复制到test/release文件夹中，使其可用。</p></li>
+<li><p>单元测试可以通过如下方式执行：</p>
+<ul>
+<li>从命令行:</li>
+</ul>
+<pre><code class="hljs css language-shell">test_singa.exe
+</code></pre>
+<ul>
+<li>从Visual Studio:
+<ul>
+<li>右键点击test_singa项目，选择 "Set as StartUp Project"。</li>
+<li>在Debug菜单中，选择'Start Without Debugging'。</li>
+</ul></li>
+</ul></li>
+</ul>
+<p>单元测试的视频教程可以在这里找到:</p>
+<p><a href="https://www.youtube.com/watch?v=393gPtzMN1k"><img src="https://img.youtube.com/vi/393gPtzMN1k/0.jpg" alt="youtube video"></a></p>
+<h2><a class="anchor" aria-hidden="true" id="构建包含cuda的gpu支持"></a><a href="#构建包含cuda的gpu支持" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0- [...]
+<p>在本节中，我们将扩展前面的步骤来启用GPU。</p>
+<h3><a class="anchor" aria-hidden="true" id="安装依赖项-1"></a><a href="#安装依赖项-1" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<p>除了上面第1节的依赖关系外，我们还需要以下内容：</p>
+<ul>
+<li><p>CUDA</p>
+<p>从 <a href="https://developer.nvidia.com/cuda-downloads">https://developer.nvidia.com/cuda-downloads</a> 下载一个合适的版本，如9.1。确保已经安装了Visual Studio集成模块。</p></li>
+</ul>
+<ul>
+<li><p>cuDNN</p>
+<p>从 <a href="https://developer.nvidia.com/cudnn">https://developer.nvidia.com/cudnn</a> 下载一个合适的版本，如7.1。</p></li>
+<li><p>cnmem:</p>
+<ul>
+<li>从 <a href="https://github.com/NVIDIA/cnmem">https://github.com/NVIDIA/cnmem</a> 下载最新版本。</li>
+<li>构建Visual Studio解决方案：</li>
+</ul>
+<pre><code class="hljs css language-shell">cmake -G "Visual Studio 15 2017 Win64"
+</code></pre>
+<ul>
+<li>在Visual Studio中打开生成的解决方案。</li>
+<li>将build settings改为Release和x64。</li>
+<li>构建cnmem项目。</li>
+</ul></li>
+</ul>
+<h3><a class="anchor" aria-hidden="true" id="构建singa源代码-1"></a><a href="#构建singa源代码-1" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
+<ul>
+<li>调用 cmake 并添加系统路径，类似于下面的例子：
+<pre><code class="hljs css language-shell">cmake -G "Visual Studio 15 2017 Win64" ^
+ -DGLOG_INCLUDE_DIR="D:/WinSinga/dependencies/glog-0.3.5/src/windows" ^
+ -DGLOG_LIBRARIES="D:/WinSinga/dependencies/glog-0.3.5/x64/Release" ^
+ -DCBLAS_INCLUDE_DIR="D:/WinSinga/dependencies/openblas-0.2.20/lapack-netlib/CBLAS/include" ^
+ -DCBLAS_LIBRARIES="D:/WinSinga/dependencies/openblas-0.2.20/lib/RELEASE" ^
+ -DProtobuf_INCLUDE_DIR="D:/WinSinga/dependencies/protobuf-2.6.1/src" ^
+ -DProtobuf_LIBRARIES="D:\WinSinga/dependencies/protobuf-2.6.1/vsprojects/x64/Release" ^
+ -DProtobuf_PROTOC_EXECUTABLE="D:/WinSinga/dependencies/protoc-2.6.1-win32/protoc.exe" ^
+ -DCUDNN_INCLUDE_DIR=D:\WinSinga\dependencies\cudnn-9.1-windows10-x64-v7.1\cuda\include ^
+ -DCUDNN_LIBRARIES=D:\WinSinga\dependencies\cudnn-9.1-windows10-x64-v7.1\cuda\lib\x64 ^
+ -DSWIG_DIR=D:\WinSinga\dependencies\swigwin-3.0.12 ^
+ -DSWIG_EXECUTABLE=D:\WinSinga\dependencies\swigwin-3.0.12\swig.exe ^
+ -DUSE_CUDA=YES ^
+ -DCUDNN_VERSION=7 ^
+ ..
+</code></pre></li>
+</ul>
+<ul>
+<li><p>为C++和Python生成swig接口。在src/api目录中：</p>
+<pre><code class="hljs css language-shell">swig -python -c++ singa.i
+</code></pre></li>
+<li><p>在Visual Studio中打开生成的解决方案</p></li>
+<li><p>将build settings改为Release和x64</p></li>
+</ul>
+<h4><a class="anchor" aria-hidden="true" id="构建singa_objects"></a><a href="#构建singa_objects" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 [...]
+<ul>
+<li>将src/api中的singa_wrap.cxx文件添加到singa_objects项目中。</li>
+<li>在 singa_objects 项目中，打开 Additional Include Directories。</li>
+<li>添加Python的include路径</li>
+<li>添加numpy include路径</li>
+<li>添加protobuf包括路径</li>
+<li>增加CUDA、cuDNN和cnmem的包含路径。</li>
+<li>在 singa_objects 项目的预处理程序定义中， 加入 USE_GLOG、 USE_CUDA 和 USE_CUDNN。删除 DISABLE_WARNINGS。</li>
+<li>建立 singa_objects 项目</li>
+</ul>
+<h4><a class="anchor" aria-hidden="true" id="构建singa-kernel"></a><a href="#构建singa-kernel" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0- [...]
+<ul>
+<li><p>创建一个新的Visual Studio项目，类型为 "CUDA 9.1 Runtime"。给它起个名字，比如singa-kernel。</p></li>
+<li><p>该项目自带一个名为kernel.cu的初始文件，从项目中删除这个文件。</p></li>
+<li><p>添加这个文件：src/core/tensor/math_kernel.cu。</p></li>
+<li><p>在项目设置中。</p>
+<ul>
+<li>将平台工具集设置为 "Visual Studio 2015 (v140)"</li>
+<li>将 "配置类型 "设置为 "静态库(.lib)"</li>
+<li>在include目录中，添加build/include。</li>
+</ul></li>
+<li><p>建立singa-kernel项目</p></li>
+</ul>
+<h4><a class="anchor" aria-hidden="true" id="构建singa"></a><a href="#构建singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<ul>
+<li><p>在singa项目中：</p>
+<ul>
+<li>将singa_wrap.obj添加到对象库中。</li>
+<li>将目标名称改为"_singa_wrap"。</li>
+<li>将目标扩展名为.pyd。</li>
+<li>将配置类型改为动态库(.dll)。</li>
+<li>到Additional Library Directories中添加python、openblas的路径。protobuf和glog库。</li>
+<li>同时添加singa-kernel、cnmem、cuda和cudnn的library path。</li>
+<li>到Additional Dependencies，并添加libopenblas.lib、libglog.lib和 libprotobuf.lib。</li>
+<li>另外还要添加：singa-kernel.lib、cnmem.lib、cudnn.lib、cuda.lib、cublas.lib。curand.lib和cudart.lib。</li>
+</ul></li>
+<li><p>构建singa项目。</p></li>
+</ul>
+<h3><a class="anchor" aria-hidden="true" id="install-python-module"></a><a href="#install-python-module" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2 [...]
+<ul>
+<li><p>将 build/python/setup.py 中的 _singa_wrap.so 改为 _singa_wrap.pyd。</p></li>
+<li><p>将 src/proto/python_out 中的文件复制到 build/python/singa/proto 中。</p></li>
+<li><p>（可选） 创建并激活虚拟环境:</p>
+<pre><code class="hljs css language-shell">mkdir SingaEnv
+virtualenv SingaEnv
+SingaEnv\Scripts\activate
+</code></pre></li>
+<li><p>进入build/python文件夹，运行:</p>
+<pre><code class="hljs css language-shell">python setup.py install
+</code></pre></li>
+<li><p>将 _singa_wrap.pyd, libglog.dll, libopenblas.dll, cnmem.dll, CUDA Runtime (例如 cudart64_91.dll) 和 cuDNN (例如 cudnn64_7.dll) 添加到路径中，或者将它们复制到 python site-packages 中的 singa package 文件夹中。</p></li>
+<li><p>通过运行如下命令来验证SINGA是否已经安装：</p>
+<pre><code class="hljs css language-shell">python -c "from singa import device; dev = device.create_cuda_gpu()"
+</code></pre></li>
+</ul>
+<p>这个部分的视频教程可以在这里找到：</p>
+<p><a href="https://www.youtube.com/watch?v=YasKVjRtuDs"><img src="https://img.youtube.com/vi/YasKVjRtuDs/0.jpg" alt="youtube video"></a></p>
+<h3><a class="anchor" aria-hidden="true" id="运行单元测试-1"></a><a href="#运行单元测试-1" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
+<ul>
+<li><p>在测试文件夹中，生成Visual Studio解决方案：</p>
+<pre><code class="hljs css language-shell">cmake -G "Visual Studio 15 2017 Win64"
+</code></pre></li>
+<li><p>在Visual Studio中打开生成的解决方案，或者将项目添加到步骤5.2中创建的singa解决方案中。</p></li>
+<li><p>将build settings改为Release和x64。</p></li>
+<li><p>构建 glog 项目。</p></li>
+<li><p>在test_singa项目中:</p>
+<ul>
+<li>将 USE_GLOG; USE_CUDA; USE_CUDNN 添加到Preprocessor Definitions中。</li>
+<li>在 Additional Include Directories 中， 添加上面 5.2 中使用的 GLOG_INCLUDE_DIR、 CBLAS_INCLUDE_DIR 和 Protobuf_INCLUDE_DIR 的路径。同时添加build、build/include、CUDA和cuDNN的include文件夹。</li>
+<li>转到Additional Library Directories，添加openblas、protobuf和glog库的路径。同时添加 build/src/singa_objects.dir/Release、singa-kernel、cnmem、CUDA 和 cuDNN 库的路径。</li>
+<li>在Additional Dependencies中添加libopenblas.lib; libglog.lib; libprotobuf.lib; cnmem.lib; cudnn.lib; cuda.lib; cublas.lib; curand.lib; cudart.lib; singa-kernel.lib。修正两个库的名字：gtest.lib和singa_objects.lib。</li>
+</ul></li>
+</ul>
+<ul>
+<li><p>构建.</p></li>
+<li><p>将libglog.dll、libopenblas.dll、cnmem.dll、cudart64_91.dll和cudnn64_7.dll添加到路径中，或将它们复制到test/release文件夹中，使其可用。</p></li>
+<li><p>单元测试可以通过如下方式执行：</p>
+<ul>
+<li><p>从命令行:</p>
+<pre><code class="hljs css language-shell">test_singa.exe
+</code></pre></li>
+<li><p>从 Visual Studio:</p>
+<ul>
+<li>右键点击test_singa项目，选择 'Set as StartUp Project'.</li>
+<li>从Debug菜单，选择 'Start Without Debugging'</li>
+</ul></li>
+</ul></li>
+</ul>
+<p>运行单元测试的视频教程可以在这里找到：</p>
+<p><a href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" alt="youtube video"></a></p>
+</span></div></article></div><div class="docs-prevnext"></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#安装依赖项">安装依赖项</a></li><li><a href="#构建singa源代码">构建SINGA源代码</a></li><li><a href="#安装python模块">安装python模块</a></li><li><a href="#运行单元测试">运行单元测试</a></li><li><a href="#构建包含cuda的gpu支持">构建包含cuda的GPU支持</a><ul class="toc-headings"><li><a href="#安装依赖项-1">安装依赖项</a></li><li><a href="#构建singa源代码-1">构建SINGA源代码</a></li><li><a href="#install-python-module">Install Python [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
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+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
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diff --git a/content/docs/3.3.0_Chinese/installation.html b/content/docs/3.3.0_Chinese/installation.html
new file mode 100644
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--- /dev/null
+++ b/content/docs/3.3.0_Chinese/installation.html
@@ -0,0 +1,172 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Installation · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ow [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
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+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/installation.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Installation</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor [...]
+<h2><a class="anchor" aria-hidden="true" id="使用pip"></a><a href="#使用pip" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
+<p>推荐使用<a href="https://conda.io/miniconda.html">Miniconda3</a>来配合SINGA使用，安装miniconda后，执行以下命令之一安装SINGA。</p>
+<ol>
+<li>只使用CPU
+<a href="https://colab.research.google.com/drive/17RA056Brwk0vBQTFaZ-l9EbqwADO0NA9?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></li>
+</ol>
+<pre><code class="hljs css language-bash">pip install singa -f http://singa.apache.org/docs/next/wheel-cpu.html --trusted-host singa.apache.org
+</code></pre>
+<p>您可以通过<code>singa==<version></code>安装特定版本的SINGA，其中<code><version></code>字段应被替换，例如<code>3.3.0</code>。可用的SINGA版本在链接中列出。</p>
+<p>要安装最新的开发版本，请将链接替换为
+<a href="http://singa.apache.org/docs/next/wheel-cpu-dev.html">http://singa.apache.org/docs/next/wheel-cpu-dev.html</a></p>
+<ol start="2">
+<li>使用CUDA和cuDNN的GPU
+<a href="https://colab.research.google.com/drive/1W30IPCqj5fG8ADAQsFqclaCLyIclVcJL?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></li>
+</ol>
+<pre><code class="hljs css language-bash">pip install singa -f http://singa.apache.org/docs/next/wheel-gpu.html --trusted-host singa.apache.org
+</code></pre>
+<p>您也可以配置SINGA版本和CUDA版本，比如<code>singa==3.3.0+cuda10.2</code>，SINGA版本和CUDA版本的可用组合在链接中列出。</p>
+<p>要安装最新的开发版本，请将链接替换为
+<a href="http://singa.apache.org/docs/next/wheel-gpu-dev.html">http://singa.apache.org/docs/next/wheel-gpu-dev.html</a></p>
+<p>注意：你本地Python环境的Python版本将被用来寻找相应的wheel包。例如，如果你本地的Python是3.6，那么就会通过pip选择在Python 3.6上编译的wheel包并安装。事实上，wheel文件的名称包括SINGA版本、CUDA版本和Python版本。因此，<code>pip</code>知道要下载和安装哪个wheel文件。</p>
+<p>参考setup.py文件顶部的注释，了解如何构建wheel包。</p>
+<p>如果运行以下命令没有报错：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python -c <span class="hljs-string">"from singa import tensor"</span></span>
+</code></pre>
+<p>那么SINGA就安装成功了。</p>
+<h2><a class="anchor" aria-hidden="true" id="使用docker"></a><a href="#使用docker" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
+<p>按照<a href="https://docs.docker.com/install/">说明</a>在你的本地主机上安装Docker。将您的用户添加到<a href="https://docs.docker.com/install/linux/linux-postinstall/">docker组</a>中，以便在没有<code>sudo</code>的情况下运行docker命令。</p>
+<ol>
+<li>仅使用CPU</li>
+</ol>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> docker run -it apache/singa:X.Y.Z-cpu-ubuntu16.04 /bin/bash</span>
+</code></pre>
+<ol start="2">
+<li>要使用GPU，在安装Docker后安装
+<a href="https://github.com/NVIDIA/nvidia-docker">Nvidia-Docker</a></li>
+</ol>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> nvidia-docker run -it apache/singa:X.Y.Z-cuda9.0-cudnn7.4.2-ubuntu16.04 /bin/bash</span>
+</code></pre>
+<ol start="3">
+<li>关于SINGA Docker镜像（标签）的完整列表，请访问<a href="https://hub.docker.com/r/apache/singa/">docker hub site</a>。对于每个docker镜像，标签的命名为：</li>
+</ol>
+<pre><code class="hljs css language-shell">version-(cpu|gpu)[-devel]
+</code></pre>
+<table>
+<thead>
+<tr><th>Tag</th><th>Description</th><th>Example value</th></tr>
+</thead>
+<tbody>
+<tr><td><code>version</code></td><td>SINGA version</td><td>'2.0.0-rc0', '2.0.0', '1.2.0'</td></tr>
+<tr><td><code>cpu</code></td><td>the image cannot run on GPUs</td><td>'cpu'</td></tr>
+<tr><td><code>gpu</code></td><td>the image can run on Nvidia GPUs</td><td>'gpu', or 'cudax.x-cudnnx.x' e.g., 'cuda10.0-cudnn7.3'</td></tr>
+<tr><td><code>devel</code></td><td>indicator for development</td><td>if absent, SINGA Python package is installed for runtime only; if present, the building environment is also created, you can recompile SINGA from source at '/root/singa'</td></tr>
+<tr><td><code>OS</code></td><td>indicate OS version number</td><td>'ubuntu16.04', 'ubuntu18.04'</td></tr>
+</tbody>
+</table>
+<h2><a class="anchor" aria-hidden="true" id="从源码编译"></a><a href="#从源码编译" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
+<p>您可以使用本地构建工具或conda-build在本地主机操作系统上或在Docker容器中从源代码<a href="/docs/3.3.0_Chinese/build">构建和安装SINGA</a>。</p>
+<h2><a class="anchor" aria-hidden="true" id="faq"></a><a href="#faq" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
+<ul>
+<li><p>Q: <code>from singa import tensor</code>错误</p>
+<p>A: 执行下面的命令，检查详细的错误：</p>
+<pre><code class="hljs css language-shell">python -c "from singa import _singa_wrap"
+<span class="hljs-meta">#</span><span class="bash"> go to the folder of _singa_wrap.so</span>
+ldd path to _singa_wrap.so
+python
+<span class="hljs-meta">></span><span class="bash">> import importlib</span>
+<span class="hljs-meta">></span><span class="bash">> importlib.import_module(<span class="hljs-string">'_singa_wrap'</span>)</span>
+</code></pre>
+<p><code>_singa_wrap.so</code> 的文件夹是 <code>~/miniconda3/lib/python3.7/site-packages/singa</code>。通常情况下，这个错误是由于依赖的库不匹配或缺失造成的，例如 cuDNN 或 protobuf。解决方法是创建一个新的虚拟环境，并在该环境中安装SINGA，例如：</p></li>
+</ul>
+<pre><code class="hljs css language-shell">conda create -n singa
+conda activate singa
+conda install -c nusdbsystem -c conda-forge singa-cpu
+</code></pre>
+<ul>
+<li><p>Q: 使用虚拟环境时，每次安装SINGA时，都会重新安装numpy。但是，当我运行<code>import numpy</code>时，numpy没有被使用。</p>
+<p>A:
+这可能是由<code>PYTHONPATH</code>环境变量引起的，在使用虚拟环境时，应将其设置为空，以避免与虚拟环境的路径冲突。</p></li>
+<li><p>Q: 当我在Mac OS X中运行SINGA时，得到如下错误 "Fatal Python error:
+PyThreadState_Get: no current thread Abort trap: 6"</p>
+<p>A: 这个错误通常发生在系统中有多个 Python 版本的时候，例如，操作系统自带的版本和 Homebrew 安装的版本。SINGA链接的Python必须与Python解释器相同。您可以通过<code>which python</code>来检查解释器python版本并通过<code>otool -L <path to _singa_wrap.so></code> 检查 SINGA 链接的 Python，如果通过conda安装SINGA，这个问题应该可以解决。</p></li>
+</ul>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.3.0_Chinese/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用pip">使用pip</a></li><li><a href="#使用docker">使用Docker</a></li><li><a href="#从源码编译">从源码编译</a></li><li><a href="#faq">FAQ</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
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+ </script></body></html>
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diff --git a/content/docs/3.3.0_Chinese/installation/index.html b/content/docs/3.3.0_Chinese/installation/index.html
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+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Installation · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ow [...]
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+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
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+ }
+ }
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+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
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+ }
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+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
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+ headings && headings.addEventListener('click', function(event) {
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+ return;
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+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
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+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/installation.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Installation</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor [...]
+<h2><a class="anchor" aria-hidden="true" id="使用pip"></a><a href="#使用pip" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
+<p>推荐使用<a href="https://conda.io/miniconda.html">Miniconda3</a>来配合SINGA使用，安装miniconda后，执行以下命令之一安装SINGA。</p>
+<ol>
+<li>只使用CPU
+<a href="https://colab.research.google.com/drive/17RA056Brwk0vBQTFaZ-l9EbqwADO0NA9?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></li>
+</ol>
+<pre><code class="hljs css language-bash">pip install singa -f http://singa.apache.org/docs/next/wheel-cpu.html --trusted-host singa.apache.org
+</code></pre>
+<p>您可以通过<code>singa==<version></code>安装特定版本的SINGA，其中<code><version></code>字段应被替换，例如<code>3.3.0</code>。可用的SINGA版本在链接中列出。</p>
+<p>要安装最新的开发版本，请将链接替换为
+<a href="http://singa.apache.org/docs/next/wheel-cpu-dev.html">http://singa.apache.org/docs/next/wheel-cpu-dev.html</a></p>
+<ol start="2">
+<li>使用CUDA和cuDNN的GPU
+<a href="https://colab.research.google.com/drive/1W30IPCqj5fG8ADAQsFqclaCLyIclVcJL?usp=sharing"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></li>
+</ol>
+<pre><code class="hljs css language-bash">pip install singa -f http://singa.apache.org/docs/next/wheel-gpu.html --trusted-host singa.apache.org
+</code></pre>
+<p>您也可以配置SINGA版本和CUDA版本，比如<code>singa==3.3.0+cuda10.2</code>，SINGA版本和CUDA版本的可用组合在链接中列出。</p>
+<p>要安装最新的开发版本，请将链接替换为
+<a href="http://singa.apache.org/docs/next/wheel-gpu-dev.html">http://singa.apache.org/docs/next/wheel-gpu-dev.html</a></p>
+<p>注意：你本地Python环境的Python版本将被用来寻找相应的wheel包。例如，如果你本地的Python是3.6，那么就会通过pip选择在Python 3.6上编译的wheel包并安装。事实上，wheel文件的名称包括SINGA版本、CUDA版本和Python版本。因此，<code>pip</code>知道要下载和安装哪个wheel文件。</p>
+<p>参考setup.py文件顶部的注释，了解如何构建wheel包。</p>
+<p>如果运行以下命令没有报错：</p>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> python -c <span class="hljs-string">"from singa import tensor"</span></span>
+</code></pre>
+<p>那么SINGA就安装成功了。</p>
+<h2><a class="anchor" aria-hidden="true" id="使用docker"></a><a href="#使用docker" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 [...]
+<p>按照<a href="https://docs.docker.com/install/">说明</a>在你的本地主机上安装Docker。将您的用户添加到<a href="https://docs.docker.com/install/linux/linux-postinstall/">docker组</a>中，以便在没有<code>sudo</code>的情况下运行docker命令。</p>
+<ol>
+<li>仅使用CPU</li>
+</ol>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> docker run -it apache/singa:X.Y.Z-cpu-ubuntu16.04 /bin/bash</span>
+</code></pre>
+<ol start="2">
+<li>要使用GPU，在安装Docker后安装
+<a href="https://github.com/NVIDIA/nvidia-docker">Nvidia-Docker</a></li>
+</ol>
+<pre><code class="hljs css language-shell"><span class="hljs-meta">$</span><span class="bash"> nvidia-docker run -it apache/singa:X.Y.Z-cuda9.0-cudnn7.4.2-ubuntu16.04 /bin/bash</span>
+</code></pre>
+<ol start="3">
+<li>关于SINGA Docker镜像（标签）的完整列表，请访问<a href="https://hub.docker.com/r/apache/singa/">docker hub site</a>。对于每个docker镜像，标签的命名为：</li>
+</ol>
+<pre><code class="hljs css language-shell">version-(cpu|gpu)[-devel]
+</code></pre>
+<table>
+<thead>
+<tr><th>Tag</th><th>Description</th><th>Example value</th></tr>
+</thead>
+<tbody>
+<tr><td><code>version</code></td><td>SINGA version</td><td>'2.0.0-rc0', '2.0.0', '1.2.0'</td></tr>
+<tr><td><code>cpu</code></td><td>the image cannot run on GPUs</td><td>'cpu'</td></tr>
+<tr><td><code>gpu</code></td><td>the image can run on Nvidia GPUs</td><td>'gpu', or 'cudax.x-cudnnx.x' e.g., 'cuda10.0-cudnn7.3'</td></tr>
+<tr><td><code>devel</code></td><td>indicator for development</td><td>if absent, SINGA Python package is installed for runtime only; if present, the building environment is also created, you can recompile SINGA from source at '/root/singa'</td></tr>
+<tr><td><code>OS</code></td><td>indicate OS version number</td><td>'ubuntu16.04', 'ubuntu18.04'</td></tr>
+</tbody>
+</table>
+<h2><a class="anchor" aria-hidden="true" id="从源码编译"></a><a href="#从源码编译" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
+<p>您可以使用本地构建工具或conda-build在本地主机操作系统上或在Docker容器中从源代码<a href="/docs/3.3.0_Chinese/build">构建和安装SINGA</a>。</p>
+<h2><a class="anchor" aria-hidden="true" id="faq"></a><a href="#faq" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
+<ul>
+<li><p>Q: <code>from singa import tensor</code>错误</p>
+<p>A: 执行下面的命令，检查详细的错误：</p>
+<pre><code class="hljs css language-shell">python -c "from singa import _singa_wrap"
+<span class="hljs-meta">#</span><span class="bash"> go to the folder of _singa_wrap.so</span>
+ldd path to _singa_wrap.so
+python
+<span class="hljs-meta">></span><span class="bash">> import importlib</span>
+<span class="hljs-meta">></span><span class="bash">> importlib.import_module(<span class="hljs-string">'_singa_wrap'</span>)</span>
+</code></pre>
+<p><code>_singa_wrap.so</code> 的文件夹是 <code>~/miniconda3/lib/python3.7/site-packages/singa</code>。通常情况下，这个错误是由于依赖的库不匹配或缺失造成的，例如 cuDNN 或 protobuf。解决方法是创建一个新的虚拟环境，并在该环境中安装SINGA，例如：</p></li>
+</ul>
+<pre><code class="hljs css language-shell">conda create -n singa
+conda activate singa
+conda install -c nusdbsystem -c conda-forge singa-cpu
+</code></pre>
+<ul>
+<li><p>Q: 使用虚拟环境时，每次安装SINGA时，都会重新安装numpy。但是，当我运行<code>import numpy</code>时，numpy没有被使用。</p>
+<p>A:
+这可能是由<code>PYTHONPATH</code>环境变量引起的，在使用虚拟环境时，应将其设置为空，以避免与虚拟环境的路径冲突。</p></li>
+<li><p>Q: 当我在Mac OS X中运行SINGA时，得到如下错误 "Fatal Python error:
+PyThreadState_Get: no current thread Abort trap: 6"</p>
+<p>A: 这个错误通常发生在系统中有多个 Python 版本的时候，例如，操作系统自带的版本和 Homebrew 安装的版本。SINGA链接的Python必须与Python解释器相同。您可以通过<code>which python</code>来检查解释器python版本并通过<code>otool -L <path to _singa_wrap.so></code> 检查 SINGA 链接的 Python，如果通过conda安装SINGA，这个问题应该可以解决。</p></li>
+</ul>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-next button" href="/docs/3.3.0_Chinese/software-stack"><span>Software Stack</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#使用pip">使用pip</a></li><li><a href="#使用docker">使用Docker</a></li><li><a href="#从源码编译">从源码编译</a></li><li><a href="#faq">FAQ</a></li></ul></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
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+++ b/content/docs/3.3.0_Chinese/issue-tracking.html
@@ -0,0 +1,91 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Issue Tracking · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/issue-tracking.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Issue Tracking</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contribu [...]
+<p>SINGA使用<a href="https://issues.apache.org/jira/browse/singa">JIRA</a>来管理问题，包括bug、新功能和讨论。</p>
+<p>我们现在正在转移到<a href="https://github.com/apache/singa/issues">Github Issues</a>。</p>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-squ [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
\ No newline at end of file
diff --git a/content/docs/3.3.0_Chinese/issue-tracking/index.html b/content/docs/3.3.0_Chinese/issue-tracking/index.html
new file mode 100644
index 0000000..f751683
--- /dev/null
+++ b/content/docs/3.3.0_Chinese/issue-tracking/index.html
@@ -0,0 +1,91 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Issue Tracking · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/issue-tracking.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Issue Tracking</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contribu [...]
+<p>SINGA使用<a href="https://issues.apache.org/jira/browse/singa">JIRA</a>来管理问题，包括bug、新功能和讨论。</p>
+<p>我们现在正在转移到<a href="https://github.com/apache/singa/issues">Github Issues</a>。</p>
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/mail-lists"><span class="arrow-prev">← </span><span>Project Mailing Lists</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/security"><span>Security</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img/singa-logo-squ [...]
+ The Apache Software Foundation. All rights reserved.
+ Apache SINGA, Apache, the Apache feather logo, and
+ the Apache SINGA project logos are trademarks of The
+ Apache Software Foundation. All other marks mentioned
+ may be trademarks or registered trademarks of their
+ respective owners.</section></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>window.twttr=(function(d,s, id){var js,fjs=d.getElementsByTagName(s)[0],t=window.twttr||{};if(d.getElementById(id))return t;js=d.createElement(s);js.id=id;js.src='https://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js, fjs);t._e = [];t.ready = function(f) {t._e.push(f);};return t;}(document, 'script', 'twitter- [...]
+ document.addEventListener('keyup', function(e) {
+ if (e.target !== document.body) {
+ return;
+ }
+ // keyCode for '/' (slash)
+ if (e.keyCode === 191) {
+ const search = document.getElementById('search_input_react');
+ search && search.focus();
+ }
+ });
+ </script><script>
+ var search = docsearch({
+
+ apiKey: '45202133606c0b5fa6d21cddc4725dd8',
+ indexName: 'apache_singa',
+ inputSelector: '#search_input_react',
+ algoliaOptions: {"facetFilters":["language:en","version:3.0.0"]}
+ });
+ </script></body></html>
\ No newline at end of file
diff --git a/content/docs/mail-lists.html b/content/docs/3.3.0_Chinese/mail-lists.html
similarity index 50%
copy from content/docs/mail-lists.html
copy to content/docs/3.3.0_Chinese/mail-lists.html
index f307ac1..eeb6d42 100644
--- a/content/docs/mail-lists.html
+++ b/content/docs/3.3.0_Chinese/mail-lists.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Project Mailing Lists · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding cop [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Project Mailing Lists · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding cop [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -61,8 +61,7 @@
}
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/mail-lists.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Project Mailing Lists</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contr [...]
-<p>These are the mailing lists that have been established for this project. For
-each list, there is a subscribe, unsubscribe, and an archive link.</p>
+<p>这些是为这个项目建立的邮件列表。每个列表都有一个订阅、退订和归档链接：</p>
<table>
<thead>
<tr><th>Name</th><th>Post</th><th>Subscribe</th><th>Unsubscribe</th><th>Archive</th></tr>
@@ -73,7 +72,7 @@ each list, there is a subscribe, unsubscribe, and an archive link.</p>
<tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hr [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/mail-lists/index.html b/content/docs/3.3.0_Chinese/mail-lists/index.html
similarity index 50%
copy from content/docs/mail-lists/index.html
copy to content/docs/3.3.0_Chinese/mail-lists/index.html
index f307ac1..eeb6d42 100644
--- a/content/docs/mail-lists/index.html
+++ b/content/docs/3.3.0_Chinese/mail-lists/index.html
@@ -1,10 +1,10 @@
-<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Project Mailing Lists · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding cop [...]
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Project Mailing Lists · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding cop [...]
document.addEventListener('DOMContentLoaded', function() {
addBackToTop(
{"zIndex":100}
)
});
- </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.2.0</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-intern [...]
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
@@ -61,8 +61,7 @@
}
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/mail-lists.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Project Mailing Lists</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contr [...]
-<p>These are the mailing lists that have been established for this project. For
-each list, there is a subscribe, unsubscribe, and an archive link.</p>
+<p>这些是为这个项目建立的邮件列表。每个列表都有一个订阅、退订和归档链接：</p>
<table>
<thead>
<tr><th>Name</th><th>Post</th><th>Subscribe</th><th>Unsubscribe</th><th>Archive</th></tr>
@@ -73,7 +72,7 @@ each list, there is a subscribe, unsubscribe, and an archive link.</p>
<tr><td>Security</td><td><a href="mailto:security@singa.apache.org">security@singa.apache.org</a></td><td>private</td><td>private</td><td>private</td></tr>
</tbody>
</table>
-</span></div></article></div><div class="docLastUpdate"><em>Last updated on 4/2/2020</em></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a hr [...]
+</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/3.3.0_Chinese/source-repository"><span class="arrow-prev">← </span><span>Source Repository</span></a><a class="docs-next button" href="/docs/3.3.0_Chinese/issue-tracking"><span>Issue Tracking</span><span class="arrow-next"> →</span></a></div></div></div><nav class="onPageNav"></nav></div><footer class="nav-footer" id="footer"><section class="sitemap"><a href="/" class="nav-home"><img src="/img [...]
The Apache Software Foundation. All rights reserved.
Apache SINGA, Apache, the Apache feather logo, and
the Apache SINGA project logos are trademarks of The
diff --git a/content/docs/3.3.0_Chinese/onnx.html b/content/docs/3.3.0_Chinese/onnx.html
new file mode 100644
index 0000000..4b11bf8
--- /dev/null
+++ b/content/docs/3.3.0_Chinese/onnx.html
@@ -0,0 +1,686 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>ONNX · Apache SINGA</title><meta name="viewport" content="width=device-width"/><meta name="generator" content="Docusaurus"/><meta name="description" content="<!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownership. [...]
+ document.addEventListener('DOMContentLoaded', function() {
+ addBackToTop(
+ {"zIndex":100}
+ )
+ });
+ </script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/singa.png" alt="Apache SINGA"/></a><a href="/versions"><h3>3.3.0_Chinese</h3></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-sit [...]
+ var coll = document.getElementsByClassName('collapsible');
+ var checkActiveCategory = true;
+ for (var i = 0; i < coll.length; i++) {
+ var links = coll[i].nextElementSibling.getElementsByTagName('*');
+ if (checkActiveCategory){
+ for (var j = 0; j < links.length; j++) {
+ if (links[j].classList.contains('navListItemActive')){
+ coll[i].nextElementSibling.classList.toggle('hide');
+ coll[i].childNodes[1].classList.toggle('rotate');
+ checkActiveCategory = false;
+ break;
+ }
+ }
+ }
+
+ coll[i].addEventListener('click', function() {
+ var arrow = this.childNodes[1];
+ arrow.classList.toggle('rotate');
+ var content = this.nextElementSibling;
+ content.classList.toggle('hide');
+ });
+ }
+
+ document.addEventListener('DOMContentLoaded', function() {
+ createToggler('#navToggler', '#docsNav', 'docsSliderActive');
+ createToggler('#tocToggler', 'body', 'tocActive');
+
+ var headings = document.querySelector('.toc-headings');
+ headings && headings.addEventListener('click', function(event) {
+ var el = event.target;
+ while(el !== headings){
+ if (el.tagName === 'A') {
+ document.body.classList.remove('tocActive');
+ break;
+ } else{
+ el = el.parentNode;
+ }
+ }
+ }, false);
+
+ function createToggler(togglerSelector, targetSelector, className) {
+ var toggler = document.querySelector(togglerSelector);
+ var target = document.querySelector(targetSelector);
+
+ if (!toggler) {
+ return;
+ }
+
+ toggler.onclick = function(event) {
+ event.preventDefault();
+
+ target.classList.toggle(className);
+ };
+ }
+ });
+ </script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/singa-doc/blob/master/docs-site/docs/onnx.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">ONNX</h1></header><article><div><span><!--- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreemen [...]
+<p><a href="https://onnx.ai/">ONNX</a> 是机器学习模型的开放表示格式，它使AI开发人员能够在不同的库和工具中使用模型。SINGA支持加载ONNX格式模型用于训练和inference，并将使用SINGA API（如<a href="./module">Module</a>）定义的模型保存为ONNX格式。</p>
+<p>SINGA在以下<a href="https://github.com/onnx/onnx/blob/master/docs/Versioning.md">版本</a>中的ONNX中测试过。</p>
+<table>
+<thead>
+<tr><th>ONNX version</th><th>File format version</th><th>Opset version ai.onnx</th><th>Opset version ai.onnx.ml</th><th>Opset version ai.onnx.training</th></tr>
+</thead>
+<tbody>
+<tr><td>1.6.0</td><td>6</td><td>11</td><td>2</td><td>-</td></tr>
+</tbody>
+</table>
+<h2><a class="anchor" aria-hidden="true" id="通常用法"></a><a href="#通常用法" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<h3><a class="anchor" aria-hidden="true" id="从onnx中读取一个model到singa"></a><a href="#从onnx中读取一个model到singa" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2 [...]
+<p>在通过 <code>onnx.load</code> 从磁盘加载 ONNX 模型后，您需要更新模型的batch_size，因为对于大多数模型来说，它们使用一个占位符来表示其批处理量。我们在这里举一个例子，若要 <code>update_batch_size</code>，你只需要更新输入和输出的 batch_size，内部的 tensors 的形状会自动推断出来。</p>
+<p>然后，您可以使用 <code>sonnx.prepare</code> 来准备 SINGA 模型。该函数将 ONNX 模型图中的所有节点迭代并翻译成 SINGA 运算符，加载所有存储的权重并推断每个中间张量的形状。</p>
+<pre><code class="hljs css language-python3"><span class="hljs-built_in">import</span> onnx
+from singa <span class="hljs-built_in">import</span> device
+from singa <span class="hljs-built_in">import</span> sonnx
+
+<span class="hljs-comment"># if the input has multiple tensors? can put this function inside prepare()?</span>
+def update_batch_size(onnx_model, batch_size):
+ <span class="hljs-attr">model_input</span> = onnx_model.graph.input[<span class="hljs-number">0</span>]
+ model_input.type.tensor_type.shape.dim[<span class="hljs-number">0</span>].<span class="hljs-attr">dim_value</span> = batch_size
+ <span class="hljs-attr">model_output</span> = onnx_model.graph.output[<span class="hljs-number">0</span>]
+ model_output.type.tensor_type.shape.dim[<span class="hljs-number">0</span>].<span class="hljs-attr">dim_value</span> = batch_size
+ return onnx_model
+
+
+<span class="hljs-attr">model_path</span> = <span class="hljs-string">"PATH/To/ONNX/MODEL"</span>
+<span class="hljs-attr">onnx_model</span> = onnx.load(model_path)
+
+<span class="hljs-comment"># set batch size</span>
+<span class="hljs-attr">onnx_model</span> = update_batch_size(onnx_model, <span class="hljs-number">1</span>)
+
+<span class="hljs-comment"># convert onnx graph nodes into SINGA operators</span>
+<span class="hljs-attr">dev</span> = device.create_cuda_gpu()
+<span class="hljs-attr">sg_ir</span> = sonnx.prepare(onnx_model, <span class="hljs-attr">device=dev)</span>
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="inference-singa模型"></a><a href="#inference-singa模型" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
+<p>一旦创建了模型，就可以通过调用<code>sg_ir.run</code>进行inference。输入和输出必须是SINGA Tensor实例，由于SINGA模型以列表形式返回输出，如果只有一个输出，你只需要从输出中取第一个元素即可。</p>
+<pre><code class="hljs css language-python3"><span class="hljs-comment"># can warp the following code in prepare()</span>
+<span class="hljs-comment"># and provide a flag training=True/False?</span>
+
+<span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">Infer</span>:</span>
+
+
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(<span class="hljs-keyword">self</span>, sg_ir)</span></span>:
+ <span class="hljs-keyword">self</span>.sg_ir = sg_ir
+
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(<span class="hljs-keyword">self</span>, x)</span></span>:
+ <span class="hljs-keyword">return</span> sg_ir.run([x])[<span class="hljs-number">0</span>]
+
+
+data = get_dataset()
+x = tensor.Tensor(device=dev, data=data)
+
+model = Infer(sg_ir)
+y = model.forward(x)
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="将singa模型保存成onnx格式"></a><a href="#将singa模型保存成onnx格式" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2- [...]
+<p>给定输入时序和输出时序，由运算符产生的模型，你可以追溯所有内部操作。因此，一个SINGA模型是由输入和输出张量定义的，要将 SINGA 模型导出为 ONNX 格式，您只需提供输入和输出张量列表。</p>
+<pre><code class="hljs css language-python3"># <span class="hljs-symbol">x</span> is the input tensor, <span class="hljs-symbol">y</span> is the output tensor
+sonnx.to_onnx([<span class="hljs-symbol">x</span>], [<span class="hljs-symbol">y</span>])
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="在onnx模型上重新训练"></a><a href="#在onnx模型上重新训练" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83. [...]
+<p>要使用 SINGA 训练（或改进）ONNX 模型，您需要设置内部的张量为可训练状态：</p>
+<pre><code class="hljs css language-python3"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">Infer</span>:</span>
+
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, sg_ir)</span>:</span>
+ self.sg_ir = sg_ir
+ <span class="hljs-comment">## can wrap these codes in sonnx?</span>
+ <span class="hljs-keyword">for</span> idx, tens <span class="hljs-keyword">in</span> sg_ir.tensor_map.items():
+ <span class="hljs-comment"># allow the tensors to be updated</span>
+ tens.requires_grad = <span class="hljs-literal">True</span>
+ tens.stores_grad = <span class="hljs-literal">True</span>
+
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, x)</span>:</span>
+ <span class="hljs-keyword">return</span> sg_ir.run([x])[<span class="hljs-number">0</span>]
+
+autograd.training = <span class="hljs-literal">False</span>
+model = Infer(sg_ir)
+
+autograd.training = <span class="hljs-literal">True</span>
+<span class="hljs-comment"># then you training the model like normal</span>
+<span class="hljs-comment"># give more details??</span>
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="在onnx模型上做迁移学习"></a><a href="#在onnx模型上做迁移学习" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.8 [...]
+<p>您也可以在ONNX模型的最后附加一些图层来进行转移学习。<code>last_layers</code> 意味着您从 [0, last_layers] 切断 ONNX 层。然后您可以通过普通的SINGA模型附加更多的层。</p>
+<pre><code class="hljs css language-python3">class Trans:
+
+ def __init__(<span class="hljs-literal">self</span>, sg_ir, last_layers):
+ <span class="hljs-literal">self</span>.sg_ir = sg_ir
+ <span class="hljs-literal">self</span>.last_layers = last_layers
+ <span class="hljs-literal">self</span>.append_linear1 = autograd.Linear(<span class="hljs-number">500</span>, <span class="hljs-number">128</span>, bias=False)
+ <span class="hljs-literal">self</span>.append_linear2 = autograd.Linear(<span class="hljs-number">128</span>, <span class="hljs-number">32</span>, bias=False)
+ <span class="hljs-literal">self</span>.append_linear3 = autograd.Linear(<span class="hljs-number">32</span>, <span class="hljs-number">10</span>, bias=False)
+
+ def forward(<span class="hljs-literal">self</span>, <span class="hljs-symbol">x</span>):
+ <span class="hljs-symbol">y</span> = sg_ir.run([<span class="hljs-symbol">x</span>], last_layers=<span class="hljs-literal">self</span>.last_layers)[<span class="hljs-number">0</span>]
+ <span class="hljs-symbol">y</span> = <span class="hljs-literal">self</span>.append_linear1(<span class="hljs-symbol">y</span>)
+ <span class="hljs-symbol">y</span> = autograd.relu(<span class="hljs-symbol">y</span>)
+ <span class="hljs-symbol">y</span> = <span class="hljs-literal">self</span>.append_linear2(<span class="hljs-symbol">y</span>)
+ <span class="hljs-symbol">y</span> = autograd.relu(<span class="hljs-symbol">y</span>)
+ <span class="hljs-symbol">y</span> = <span class="hljs-literal">self</span>.append_linear3(<span class="hljs-symbol">y</span>)
+ <span class="hljs-symbol">y</span> = autograd.relu(<span class="hljs-symbol">y</span>)
+ <span class="hljs-keyword">return</span> <span class="hljs-symbol">y</span>
+
+autograd.training = False
+model = Trans(sg_ir, <span class="hljs-number">-1</span>)
+
+# <span class="hljs-keyword">then</span> you training the model like normal
+</code></pre>
+<h2><a class="anchor" aria-hidden="true" id="一个完整示例"></a><a href="#一个完整示例" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2. [...]
+<p>本部分以mnist为例，介绍SINGA ONNX的使用方法。在这部分，将展示如何导出、加载、inference、再训练和迁移学习 mnist 模型的例子。您可以在<a href="https://colab.research.google.com/drive/1-YOfQqqw3HNhS8WpB8xjDQYutRdUdmCq">这里</a>试用这部分内容。</p>
+<h3><a class="anchor" aria-hidden="true" id="读取数据集"></a><a href="#读取数据集" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09 [...]
+<p>首先，你需要导入一些必要的库，并定义一些辅助函数来下载和预处理数据集：</p>
+<pre><code class="hljs css language-python"><span class="hljs-keyword">import</span> os
+<span class="hljs-keyword">import</span> urllib.request
+<span class="hljs-keyword">import</span> gzip
+<span class="hljs-keyword">import</span> numpy <span class="hljs-keyword">as</span> np
+<span class="hljs-keyword">import</span> codecs
+
+<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> device
+<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> tensor
+<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> opt
+<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> autograd
+<span class="hljs-keyword">from</span> singa <span class="hljs-keyword">import</span> sonnx
+<span class="hljs-keyword">import</span> onnx
+
+
+<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">load_dataset</span><span class="hljs-params">()</span>:</span>
+ train_x_url = <span class="hljs-string">'http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz'</span>
+ train_y_url = <span class="hljs-string">'http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz'</span>
+ valid_x_url = <span class="hljs-string">'http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz'</span>
+ valid_y_url = <span class="hljs-string">'http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz'</span>
+ train_x = read_image_file(check_exist_or_download(train_x_url)).astype(
+ np.float32)
+ train_y = read_label_file(check_exist_or_download(train_y_url)).astype(
+ np.float32)
+ valid_x = read_image_file(check_exist_or_download(valid_x_url)).astype(
+ np.float32)
+ valid_y = read_label_file(check_exist_or_download(valid_y_url)).astype(
+ np.float32)
+ <span class="hljs-keyword">return</span> train_x, train_y, valid_x, valid_y
+
+
+<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">check_exist_or_download</span><span class="hljs-params">(url)</span>:</span>
+
+ download_dir = <span class="hljs-string">'/tmp/'</span>
+
+ name = url.rsplit(<span class="hljs-string">'/'</span>, <span class="hljs-number">1</span>)[<span class="hljs-number">-1</span>]
+ filename = os.path.join(download_dir, name)
+ <span class="hljs-keyword">if</span> <span class="hljs-keyword">not</span> os.path.isfile(filename):
+ print(<span class="hljs-string">"Downloading %s"</span> % url)
+ urllib.request.urlretrieve(url, filename)
+ <span class="hljs-keyword">return</span> filename
+
+
+<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">read_label_file</span><span class="hljs-params">(path)</span>:</span>
+ <span class="hljs-keyword">with</span> gzip.open(path, <span class="hljs-string">'rb'</span>) <span class="hljs-keyword">as</span> f:
+ data = f.read()
+ <span class="hljs-keyword">assert</span> get_int(data[:<span class="hljs-number">4</span>]) == <span class="hljs-number">2049</span>
+ length = get_int(data[<span class="hljs-number">4</span>:<span class="hljs-number">8</span>])
+ parsed = np.frombuffer(data, dtype=np.uint8, offset=<span class="hljs-number">8</span>).reshape(
+ (length))
+ <span class="hljs-keyword">return</span> parsed
+
+
+<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">get_int</span><span class="hljs-params">(b)</span>:</span>
+ <span class="hljs-keyword">return</span> int(codecs.encode(b, <span class="hljs-string">'hex'</span>), <span class="hljs-number">16</span>)
+
+
+<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">read_image_file</span><span class="hljs-params">(path)</span>:</span>
+ <span class="hljs-keyword">with</span> gzip.open(path, <span class="hljs-string">'rb'</span>) <span class="hljs-keyword">as</span> f:
+ data = f.read()
+ <span class="hljs-keyword">assert</span> get_int(data[:<span class="hljs-number">4</span>]) == <span class="hljs-number">2051</span>
+ length = get_int(data[<span class="hljs-number">4</span>:<span class="hljs-number">8</span>])
+ num_rows = get_int(data[<span class="hljs-number">8</span>:<span class="hljs-number">12</span>])
+ num_cols = get_int(data[<span class="hljs-number">12</span>:<span class="hljs-number">16</span>])
+ parsed = np.frombuffer(data, dtype=np.uint8, offset=<span class="hljs-number">16</span>).reshape(
+ (length, <span class="hljs-number">1</span>, num_rows, num_cols))
+ <span class="hljs-keyword">return</span> parsed
+
+
+<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">to_categorical</span><span class="hljs-params">(y, num_classes)</span>:</span>
+ y = np.array(y, dtype=<span class="hljs-string">"int"</span>)
+ n = y.shape[<span class="hljs-number">0</span>]
+ categorical = np.zeros((n, num_classes))
+ categorical[np.arange(n), y] = <span class="hljs-number">1</span>
+ categorical = categorical.astype(np.float32)
+ <span class="hljs-keyword">return</span> categorical
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="mnist模型"></a><a href="#mnist模型" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1- [...]
+<p>然后你可以定义一个叫做<strong>CNN</strong>的类来构造mnist模型，这个模型由几个卷积层、池化层、全连接层和relu层组成。你也可以定义一个函数来计算我们结果的<strong>准确性</strong>。最后，你可以定义一个<strong>训练函数</strong>和一个<strong>测试函数</strong>来处理训练和预测的过程。</p>
+<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">CNN</span>:</span>
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self)</span>:</span>
+ self.conv1 = autograd.Conv2d(<span class="hljs-number">1</span>, <span class="hljs-number">20</span>, <span class="hljs-number">5</span>, padding=<span class="hljs-number">0</span>)
+ self.conv2 = autograd.Conv2d(<span class="hljs-number">20</span>, <span class="hljs-number">50</span>, <span class="hljs-number">5</span>, padding=<span class="hljs-number">0</span>)
+ self.linear1 = autograd.Linear(<span class="hljs-number">4</span> * <span class="hljs-number">4</span> * <span class="hljs-number">50</span>, <span class="hljs-number">500</span>, bias=<span class="hljs-literal">False</span>)
+ self.linear2 = autograd.Linear(<span class="hljs-number">500</span>, <span class="hljs-number">10</span>, bias=<span class="hljs-literal">False</span>)
+ self.pooling1 = autograd.MaxPool2d(<span class="hljs-number">2</span>, <span class="hljs-number">2</span>, padding=<span class="hljs-number">0</span>)
+ self.pooling2 = autograd.MaxPool2d(<span class="hljs-number">2</span>, <span class="hljs-number">2</span>, padding=<span class="hljs-number">0</span>)
+
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, x)</span>:</span>
+ y = self.conv1(x)
+ y = autograd.relu(y)
+ y = self.pooling1(y)
+ y = self.conv2(y)
+ y = autograd.relu(y)
+ y = self.pooling2(y)
+ y = autograd.flatten(y)
+ y = self.linear1(y)
+ y = autograd.relu(y)
+ y = self.linear2(y)
+ <span class="hljs-keyword">return</span> y
+
+
+<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">accuracy</span><span class="hljs-params">(pred, target)</span>:</span>
+ y = np.argmax(pred, axis=<span class="hljs-number">1</span>)
+ t = np.argmax(target, axis=<span class="hljs-number">1</span>)
+ a = y == t
+ <span class="hljs-keyword">return</span> np.array(a, <span class="hljs-string">"int"</span>).sum() / float(len(t))
+
+
+<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">train</span><span class="hljs-params">(model,
+ x,
+ y,
+ epochs=<span class="hljs-number">1</span>,
+ batch_size=<span class="hljs-number">64</span>,
+ dev=device.get_default_device<span class="hljs-params">()</span>)</span>:</span>
+ batch_number = x.shape[<span class="hljs-number">0</span>] // batch_size
+
+ <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(epochs):
+ <span class="hljs-keyword">for</span> b <span class="hljs-keyword">in</span> range(batch_number):
+ l_idx = b * batch_size
+ r_idx = (b + <span class="hljs-number">1</span>) * batch_size
+
+ x_batch = tensor.Tensor(device=dev, data=x[l_idx:r_idx])
+ target_batch = tensor.Tensor(device=dev, data=y[l_idx:r_idx])
+
+ output_batch = model.forward(x_batch)
+ <span class="hljs-comment"># onnx_model = sonnx.to_onnx([x_batch], [y])</span>
+ <span class="hljs-comment"># print('The model is:\n{}'.format(onnx_model))</span>
+
+ loss = autograd.softmax_cross_entropy(output_batch, target_batch)
+ accuracy_rate = accuracy(tensor.to_numpy(output_batch),
+ tensor.to_numpy(target_batch))
+
+ sgd = opt.SGD(lr=<span class="hljs-number">0.001</span>)
+ <span class="hljs-keyword">for</span> p, gp <span class="hljs-keyword">in</span> autograd.backward(loss):
+ sgd.update(p, gp)
+ sgd.step()
+
+ <span class="hljs-keyword">if</span> b % <span class="hljs-number">1e2</span> == <span class="hljs-number">0</span>:
+ print(<span class="hljs-string">"acc %6.2f loss, %6.2f"</span> %
+ (accuracy_rate, tensor.to_numpy(loss)[<span class="hljs-number">0</span>]))
+ print(<span class="hljs-string">"training completed"</span>)
+ <span class="hljs-keyword">return</span> x_batch, output_batch
+
+<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">test</span><span class="hljs-params">(model, x, y, batch_size=<span class="hljs-number">64</span>, dev=device.get_default_device<span class="hljs-params">()</span>)</span>:</span>
+ batch_number = x.shape[<span class="hljs-number">0</span>] // batch_size
+
+ result = <span class="hljs-number">0</span>
+ <span class="hljs-keyword">for</span> b <span class="hljs-keyword">in</span> range(batch_number):
+ l_idx = b * batch_size
+ r_idx = (b + <span class="hljs-number">1</span>) * batch_size
+
+ x_batch = tensor.Tensor(device=dev, data=x[l_idx:r_idx])
+ target_batch = tensor.Tensor(device=dev, data=y[l_idx:r_idx])
+
+ output_batch = model.forward(x_batch)
+ result += accuracy(tensor.to_numpy(output_batch),
+ tensor.to_numpy(target_batch))
+
+ print(<span class="hljs-string">"testing acc %6.2f"</span> % (result / batch_number))
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="训练mnist模型并将其导出到onnx"></a><a href="#训练mnist模型并将其导出到onnx" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.2 [...]
+<p>现在，你可以通过调用 <strong>soonx.to_onnx</strong> 函数来训练 mnist 模型并导出其 onnx 模型。</p>
+<pre><code class="hljs css language-python"><span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">make_onnx</span><span class="hljs-params">(x, y)</span>:</span>
+ <span class="hljs-keyword">return</span> sonnx.to_onnx([x], [y])
+
+<span class="hljs-comment"># create device</span>
+dev = device.create_cuda_gpu()
+<span class="hljs-comment">#dev = device.get_default_device()</span>
+<span class="hljs-comment"># create model</span>
+model = CNN()
+<span class="hljs-comment"># load data</span>
+train_x, train_y, valid_x, valid_y = load_dataset()
+<span class="hljs-comment"># normalization</span>
+train_x = train_x / <span class="hljs-number">255</span>
+valid_x = valid_x / <span class="hljs-number">255</span>
+train_y = to_categorical(train_y, <span class="hljs-number">10</span>)
+valid_y = to_categorical(valid_y, <span class="hljs-number">10</span>)
+<span class="hljs-comment"># do training</span>
+autograd.training = <span class="hljs-literal">True</span>
+x, y = train(model, train_x, train_y, dev=dev)
+onnx_model = make_onnx(x, y)
+<span class="hljs-comment"># print('The model is:\n{}'.format(onnx_model))</span>
+
+<span class="hljs-comment"># Save the ONNX model</span>
+model_path = os.path.join(<span class="hljs-string">'/'</span>, <span class="hljs-string">'tmp'</span>, <span class="hljs-string">'mnist.onnx'</span>)
+onnx.save(onnx_model, model_path)
+print(<span class="hljs-string">'The model is saved.'</span>)
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="inference"></a><a href="#inference" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.6 [...]
+<p>导出onnx模型后，可以在'/tmp'目录下找到一个名为<strong>mnist.onnx</strong>的文件，这个模型可以被其他库导入。现在，如果你想把这个onnx模型再次导入到singa中，并使用验证数据集进行推理，你可以定义一个叫做<strong>Infer</strong>的类，Infer的前向函数将被测试函数调用，对验证数据集进行推理。此外，你应该把训练的标签设置为<strong>False</strong>，以固定自变量算子的梯度。</p>
+<p>在导入onnx模型时，需要先调用<strong>onnx.load</strong>来加载onnx模型。然后将onnx模型输入到 <strong>soonx.prepare</strong>中进行解析，并启动到一个singa模型(代码中的<strong>sg_ir</strong>)。sg_ir里面包含了一个singa图，然后就可以通过输入到它的run函数中运行一步推理。</p>
+<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">Infer</span>:</span>
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, sg_ir)</span>:</span>
+ self.sg_ir = sg_ir
+ <span class="hljs-keyword">for</span> idx, tens <span class="hljs-keyword">in</span> sg_ir.tensor_map.items():
+ <span class="hljs-comment"># allow the tensors to be updated</span>
+ tens.requires_grad = <span class="hljs-literal">True</span>
+ tens.stores_grad= <span class="hljs-literal">True</span>
+ sg_ir.tensor_map[idx] = tens
+
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, x)</span>:</span>
+ <span class="hljs-keyword">return</span> sg_ir.run([x])[<span class="hljs-number">0</span>] <span class="hljs-comment"># we can run one step of inference by feeding input</span>
+
+<span class="hljs-comment"># load the ONNX model</span>
+onnx_model = onnx.load(model_path)
+sg_ir = sonnx.prepare(onnx_model, device=dev) <span class="hljs-comment"># parse and initiate to a singa model</span>
+
+<span class="hljs-comment"># inference</span>
+autograd.training = <span class="hljs-literal">False</span>
+print(<span class="hljs-string">'The inference result is:'</span>)
+test(Infer(sg_ir), valid_x, valid_y, dev=dev)
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="重训练"></a><a href="#重训练" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.2 [...]
+<p>假设导入模型后，想再次对模型进行重新训练，我们可以定义一个名为<strong>re_train</strong>的函数。在调用这个re_train函数之前，我们应该将训练的标签设置为<strong>True</strong>，以使自变量运算符更新其梯度。而在完成训练后，我们再将其设置为<strong>False</strong>，以调用做推理的测试函数。</p>
+<pre><code class="hljs css language-python"><span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">re_train</span><span class="hljs-params">(sg_ir,
+ x,
+ y,
+ epochs=<span class="hljs-number">1</span>,
+ batch_size=<span class="hljs-number">64</span>,
+ dev=device.get_default_device<span class="hljs-params">()</span>)</span>:</span>
+ batch_number = x.shape[<span class="hljs-number">0</span>] // batch_size
+
+ new_model = Infer(sg_ir)
+
+ <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(epochs):
+ <span class="hljs-keyword">for</span> b <span class="hljs-keyword">in</span> range(batch_number):
+ l_idx = b * batch_size
+ r_idx = (b + <span class="hljs-number">1</span>) * batch_size
+
+ x_batch = tensor.Tensor(device=dev, data=x[l_idx:r_idx])
+ target_batch = tensor.Tensor(device=dev, data=y[l_idx:r_idx])
+
+ output_batch = new_model.forward(x_batch)
+
+ loss = autograd.softmax_cross_entropy(output_batch, target_batch)
+ accuracy_rate = accuracy(tensor.to_numpy(output_batch),
+ tensor.to_numpy(target_batch))
+
+ sgd = opt.SGD(lr=<span class="hljs-number">0.01</span>)
+ <span class="hljs-keyword">for</span> p, gp <span class="hljs-keyword">in</span> autograd.backward(loss):
+ sgd.update(p, gp)
+ sgd.step()
+
+ <span class="hljs-keyword">if</span> b % <span class="hljs-number">1e2</span> == <span class="hljs-number">0</span>:
+ print(<span class="hljs-string">"acc %6.2f loss, %6.2f"</span> %
+ (accuracy_rate, tensor.to_numpy(loss)[<span class="hljs-number">0</span>]))
+ print(<span class="hljs-string">"re-training completed"</span>)
+ <span class="hljs-keyword">return</span> new_model
+
+<span class="hljs-comment"># load the ONNX model</span>
+onnx_model = onnx.load(model_path)
+sg_ir = sonnx.prepare(onnx_model, device=dev)
+
+<span class="hljs-comment"># re-training</span>
+autograd.training = <span class="hljs-literal">True</span>
+new_model = re_train(sg_ir, train_x, train_y, dev=dev)
+autograd.training = <span class="hljs-literal">False</span>
+test(new_model, valid_x, valid_y, dev=dev)
+</code></pre>
+<h3><a class="anchor" aria-hidden="true" id="迁移学习"></a><a href="#迁移学习" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6 [...]
+<p>最后，如果我们想做迁移学习，我们可以定义一个名为<strong>Trans</strong>的函数，在onnx模型后追加一些层。为了演示，代码中只在onnx模型后追加了几个线性（全连接）和relu。可以定义一个transfer_learning函数来处理transfer-learning模型的训练过程，而训练的标签和前面一个的一样。</p>
+<pre><code class="hljs css language-python"><span class="hljs-class"><span class="hljs-keyword">class</span> <span class="hljs-title">Trans</span>:</span>
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">__init__</span><span class="hljs-params">(self, sg_ir, last_layers)</span>:</span>
+ self.sg_ir = sg_ir
+ self.last_layers = last_layers
+ self.append_linear1 = autograd.Linear(<span class="hljs-number">500</span>, <span class="hljs-number">128</span>, bias=<span class="hljs-literal">False</span>)
+ self.append_linear2 = autograd.Linear(<span class="hljs-number">128</span>, <span class="hljs-number">32</span>, bias=<span class="hljs-literal">False</span>)
+ self.append_linear3 = autograd.Linear(<span class="hljs-number">32</span>, <span class="hljs-number">10</span>, bias=<span class="hljs-literal">False</span>)
+
+ <span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">forward</span><span class="hljs-params">(self, x)</span>:</span>
+ y = sg_ir.run([x], last_layers=self.last_layers)[<span class="hljs-number">0</span>]
+ y = self.append_linear1(y)
+ y = autograd.relu(y)
+ y = self.append_linear2(y)
+ y = autograd.relu(y)
+ y = self.append_linear3(y)
+ y = autograd.relu(y)
+ <span class="hljs-keyword">return</span> y
+
+<span class="hljs-function"><span class="hljs-keyword">def</span> <span class="hljs-title">transfer_learning</span><span class="hljs-params">(sg_ir,
+ x,
+ y,
+ epochs=<span class="hljs-number">1</span>,
+ batch_size=<span class="hljs-number">64</span>,
+ dev=device.get_default_device<span class="hljs-params">()</span>)</span>:</span>
+ batch_number = x.shape[<span class="hljs-number">0</span>] // batch_size
+
+ trans_model = Trans(sg_ir, <span class="hljs-number">-1</span>)
+
+ <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> range(epochs):
+ <span class="hljs-keyword">for</span> b <span class="hljs-keyword">in</span> range(batch_number):
+ l_idx = b * batch_size
+ r_idx = (b + <span class="hljs-number">1</span>) * batch_size
+
+ x_batch = tensor.Tensor(device=dev, data=x[l_idx:r_idx])
+ target_batch = tensor.Tensor(device=dev, data=y[l_idx:r_idx])
... 18565 lines suppressed ...